{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "1c0496a1",
   "metadata": {},
   "source": [
    "# HANK model with energy: Alternative specifications\n",
    "\n",
    "Selma Malmberg & François Langot\n",
    "\n",
    "January 2025\n",
    "\n",
    "The aim of this notebook is to solve a HANK model with energy, calibrate it using French data and build counterfactual policies in reaction of the recent energy crisis and study the sensitivity to the energy market specification.\n",
    "\n",
    "### Table of content\n",
    "0. [Set up](#0-setup)\n",
    "1. [Benchmark model ($\\nu=1$)](#1-Bench)\n",
    "2. [With elastic energy supply ($\\nu\\in\\{0.9, 0.75\\}$)](#2-Elas)\n",
    "3. [Trade balance alternatives](#3-TB)\n",
    "\n",
    "<a id=\"0-setup\"></a>\n",
    "## 0 Set up"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "76c0d130",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Python libraries\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "from scipy.stats import beta, invgamma, norm\n",
    "import statsmodels.api as sm\n",
    "import scipy.optimize as opt\n",
    "import string"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "316bd179",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Auclert et al's toolbox\n",
    "import sequence_jacobian as ssj"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "0122be8e",
   "metadata": {},
   "outputs": [],
   "source": [
    "from TOOLS.Auclert_Toolbox.plots import plot_impulses\n",
    "from TOOLS.Auclert_Toolbox.routines import back_out_shocks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "14848735",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Selma's codes\n",
    "import TOOLS.utilities as util\n",
    "import TOOLS.IRFs as irf\n",
    "import TOOLS.forecasts as fcst\n",
    "import TOOLS.estimation as est"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d0b6c988",
   "metadata": {},
   "source": [
    "Set the following variables to True or False:\n",
    "- `save_fig`: True to save the charts\n",
    "- `estimation_flag`: True if you wish to run the estimation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "1e15ff85",
   "metadata": {},
   "outputs": [],
   "source": [
    "save_fig         = False # True\n",
    "estimation_flag  = False # True"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "eb339b9d",
   "metadata": {},
   "outputs": [],
   "source": [
    "# For LaTeX font on figures\n",
    "plt.rc('text', usetex=False)\n",
    "plt.rc('font', family='serif')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b14c8715",
   "metadata": {},
   "source": [
    "<a id=\"1-Bench\"></a>\n",
    "## 1 Benchmark model ($\\nu=1$)\n",
    "\n",
    "1. [Household block](#1a-HA)\n",
    "2. [Steady state](#1b-SS)\n",
    "3. [Dynamics](#1c-Dyn)\n",
    "4. [Shocks](#1d-Shock)\n",
    "\n",
    "<a id=\"1a-HA\"></a>\n",
    "### 1 Household block"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "85872ac3",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import the households' block\n",
    "from CepreHANKv1 import household"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "b72f0761",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Inputs:  beta eis cbar pFE_HA w r taul tauc L YFE YF Div Tax Trans Subv Subv1 Subv2 rho_s sigma_s nS amin amax nA\n",
      "Outputs:  A C C_TOT N NS INC CFE CH C_0 C_1 C_2 C_3 C_4 C_5 C_6 CTOT_0 CTOT_1 CTOT_2 CTOT_3 CTOT_4 CTOT_5 CTOT_6 A_0 A_1 A_2 A_3 A_4 A_5 A_6 N_0 N_1 N_2 N_3 N_4 N_5 N_6 NS_0 NS_1 NS_2 NS_3 NS_4 NS_5 NS_6 INC_0 INC_1 INC_2 INC_3 INC_4 INC_5 INC_6 CFE_0 CFE_1 CFE_2 CFE_3 CFE_4 CFE_5 CFE_6 CH_0 CH_1 CH_2 CH_3 CH_4 CH_5 CH_6\n"
     ]
    }
   ],
   "source": [
    "print('Inputs: ', *household.inputs)\n",
    "print('Outputs: ', *household.outputs)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2e4f8fe5",
   "metadata": {},
   "source": [
    "<a id=\"1b-SS\"></a>\n",
    "### 2 Steady state"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "b5b411b2",
   "metadata": {},
   "outputs": [],
   "source": [
    "calibration = {# Targets\n",
    "               'r': 0.005, 'L': 1.0, \n",
    "               'se': 0.087, 'sce': (0.087 / 2) * 0.4,\n",
    "               # Fiscal policy\n",
    "               'B_b': 4, 'B_g': 0.2, 'B_t': 0.25, \n",
    "               'sH': 0, 'sF': 1e-50,\n",
    "               'tauc': 0.2, 'taul': 0.2, 'tau1': 0.1, 'χl': 1e-10, 'χc': 1e-10,\n",
    "               # NKPCs\n",
    "               'kappa': 0.95, 'mu': 1.2, 'kappaw': 0.1, 'muw': 1.1,\n",
    "               # Utility\n",
    "               'eis': 1, 'frisch': 0.5,\n",
    "               # Production\n",
    "               'alpphaE': 0.025, 'etaE': 0.5, \n",
    "               'share': 0.5,\n",
    "               # Taylor rule\n",
    "               'phi': 1.2, 'phiy': 0.0, 'rhor': 0.85,\n",
    "               # Grids\n",
    "               'nA': 500, 'amin': 0, 'amax': 300,\n",
    "               'nS': 7, 'rho_s': 0.966, 'sigma_s': 0.5\n",
    "}\n",
    "\n",
    "unknowns_ss = {'beta': 0.9922005057100952, 'vphi': 0.6348672836874902, 'Tax': 0.18375887656711004}\n",
    "targets_ss  = {'asset_mkt': 0.0, 'labour_mkt': 0.0, 'balanced_bud': 0.0}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "8c6d2ce9",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Solve the steady-state\n",
    "from CepreHANKv1 import model_ss, market_clearing_ss\n",
    "# model_ss.solve_steady_state_options['verbose'] = True\n",
    "ss = model_ss.solve_steady_state(calibration=calibration, unknowns=unknowns_ss, targets=targets_ss)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8a02c69d",
   "metadata": {},
   "source": [
    "<a id=\"1c-Dyn\"></a>\n",
    "\n",
    "### 3 Dynamics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "545956c6",
   "metadata": {},
   "outputs": [],
   "source": [
    "from CepreHANKv1 import subsidy, firm, energy_policy, nkpc, inflation, union, wage, mkt_clearing, household, definitions, estim_eq"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "a9801a41",
   "metadata": {},
   "outputs": [],
   "source": [
    "@ssj.solved(unknowns={'i': 0.005}, targets=['i_res'])\n",
    "def monetary(i, Y, pi, phi, phiy, rhor, i_shock):\n",
    "    i_res = (1-rhor) * (ss['r'] + phi * pi + phiy * (Y - Y.ss) ) + rhor * i(-1) + i_shock - i \n",
    "    r     = (1 + i(-1))/(1 + pi) - 1\n",
    "    return i_res, r"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "21862383",
   "metadata": {},
   "outputs": [],
   "source": [
    "@ssj.simple\n",
    "def fiscal(B, tau1, w, pFE, L, r, Dep, tauc, taul, Capprox, cbar, TransEXO, TaxEXO): \n",
    "    Trans    = TransEXO + ss['Trans'] - tau1 * ( B(-1)/B.ss -1 ) \n",
    "    Tax      = TaxEXO + ss['Tax']\n",
    "    Recettes = Tax + taul * w * L + tauc * Capprox + tauc * pFE * cbar\n",
    "    debt_res = (1 + r) * B(-1) - Recettes + (Dep + Trans) - B\n",
    "    return debt_res, Trans, Tax, Recettes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "762fa450",
   "metadata": {},
   "outputs": [],
   "source": [
    "unknowns   = ['pi', 'w', 'Y', 'Capprox', 'B']\n",
    "targets    = ['nkpc_res', 'asset_mkt', 'labour_mkt', 'conso', 'debt_res']\n",
    "block_list = [subsidy, firm, energy_policy, monetary, fiscal, nkpc, inflation, union, wage, mkt_clearing, definitions, household]\n",
    "model      = ssj.create_model(block_list, name='CepreHANK')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "a63ca659",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "# dpFE_HA  = irf.shock_generator(ss, 'pFE_HA', rho=.8, p=80/100, T=T, truncated_T=truncated_T, display=False).reshape(T)\n",
    "# dsubv    = dpFE - dpFE_HA\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "24088f58",
   "metadata": {},
   "source": [
    " <a id=\"2-Elas\"></a>\n",
    "## 2 With elastic energy supply ($\\nu\\in\\{0.9, 0.75\\}$)\n",
    "\n",
    "1. [$\\nu=0.9$](#2a-0.9)\n",
    "2. [$\\nu=0.75$](#2b-0.75)\n",
    "3. [IRFs](#2d-IRFs)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6084fdb1",
   "metadata": {},
   "source": [
    "<a id=\"2a-0.9\"></a>\n",
    "### 1 Model with $\\nu=0.9$\n",
    "\n",
    "##### Steady state."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "e8b7072a",
   "metadata": {},
   "outputs": [],
   "source": [
    "calibration_E1 = calibration.copy()\n",
    "calibration_E1.update({'nu': 0.9, 'paramB': 1.0})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "81f861d7",
   "metadata": {},
   "outputs": [],
   "source": [
    "@ssj.simple\n",
    "def equations_ss_E(share, nu, paramB, r, B_b, B_g, B_t, L, mu, se, sce, alpphaE, etaE, tauc, sF):\n",
    "    alpphaf = alpphaE * (1/share - 1) / (1-alpphaE)\n",
    "    \n",
    "    Z    = 1\n",
    "    i    = r\n",
    "    Br   = B_b\n",
    "    mc   = 1/mu\n",
    "    mcF  = mc\n",
    "    pF   = mcF\n",
    "    pFE  = (1/Z) * ( ((se)/(alpphaE + alpphaf*(1-alpphaE))) * (mc**(-etaE)) )**(1/(1-etaE))\n",
    "    pFE_HA = pFE\n",
    "    pH   = ( (1/(1-alpphaE)) * ( (mcF**(1-etaE)) - (alpphaE * (pFE)**(1-etaE)) ) )**(1/(1-etaE))\n",
    "    mcH  = pH\n",
    "    w    = ( (1/(1-alpphaf)) * ( ((Z*mcH)**(1-etaE)) - (alpphaf * (pFE)**(1-etaE)) ) )**(1/(1-etaE))\n",
    "    YH   = (L / (1-alpphaf)) * (Z**(1-etaE)) * (w/mcH)**(etaE)\n",
    "    E    = alpphaf * YH * (pFE/mcH)**(-etaE) * Z**(etaE-1)\n",
    "    YF   = (YH / (1-alpphaE)) * (pH/mcF)**etaE\n",
    "    Y    = YF\n",
    "    YFE  = alpphaE * YF * (pFE/mcF)**(-etaE)\n",
    "    E    = alpphaf * (1-alpphaE) * (pFE / pF)**(-etaE) * Y\n",
    "    cbar = sce * Y / pFE\n",
    "    Edemand = E + YFE\n",
    "    Esupply   = (Edemand / paramB)**(1 / nu)\n",
    "    pFE_tilde = pFE * paramB * nu * Esupply**(nu - 1)\n",
    "    incomp = pFE * cbar\n",
    "    Div  = Y * (1 - mc)\n",
    "    DivE = 0\n",
    "    B    = B_b * Y \n",
    "    G    = B_g * Y\n",
    "    Trans= B_t * Y\n",
    "    Subv = 0\n",
    "    Subv1 = 0\n",
    "    Subv2 = 0\n",
    "    pi = 0\n",
    "    piw = 0\n",
    "    piH = 0\n",
    "    piF = 0\n",
    "    piFE = 0\n",
    "    subv = 0\n",
    "    bouclier = (pFE - pFE_HA) * YFE + (pFE - pFE_HA) * tauc * cbar + sF * pFE * E\n",
    "    bouclier_Y = bouclier / Y\n",
    "    bouclier_Yss = bouclier / Y\n",
    "    Dep  = G + Subv + Subv1 + Subv2 + bouclier\n",
    "    TransEXO = 0\n",
    "    TaxEXO   = 0\n",
    "    adj_p = 0\n",
    "    i_shock = 0\n",
    "    return alpphaf, Z, i, Br, mc, mcF, pF, pFE, pFE_HA, pFE_tilde, pH, mcH, w, YH, E, YF, Y, YFE, cbar, incomp, Esupply, Edemand, Div, DivE, B, G, Trans, Subv, Subv1, Subv2, pi, piw, piH, piF, piFE, subv, bouclier, bouclier_Y, bouclier_Yss, Dep, TransEXO, TaxEXO, adj_p, i_shock"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "685f466e",
   "metadata": {},
   "outputs": [],
   "source": [
    "@ssj.simple\n",
    "def market_clearing_ss_E(A, B, paramB, nu, cbar, YFE, E, vphi, w, taul, tauc, C, L, eis, frisch, muw, Y, G, pFE, pFE_tilde, Tax, r, B_b, B_g, B_t, Edemand):\n",
    "    asset_mkt    = A - B\n",
    "    energy_mkt   = E + YFE - paramB**(1/(1-nu)) * (nu * pFE / pFE_tilde)**(nu/(1-nu))\n",
    "    labour_mkt   = vphi - w * ((1 - taul)/(1 + tauc)) * (C**(-1/eis)) * (L**(-1/frisch)) / muw\n",
    "    homegood_mkt = Y - (C + pFE*cbar + G + pFE * Edemand)\n",
    "    balanced_bud = taul * w * L + tauc * (C + pFE * cbar) + Tax - (r * B_b + B_g + B_t) * Y\n",
    "    return asset_mkt, energy_mkt, labour_mkt, homegood_mkt, balanced_bud"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "b11dfa1c",
   "metadata": {},
   "outputs": [],
   "source": [
    "from CepreHANKv1 import definitions_ss\n",
    "\n",
    "model_ss_E = ssj.create_model(blocks=[household, equations_ss_E, definitions_ss, market_clearing_ss_E], name='CepreHANK with elastic energy supply steady-state')\n",
    "# model_ss_E.solve_steady_state_options['verbose'] = True\n",
    "ss_E1 = model_ss_E.solve_steady_state(calibration=calibration_E1, unknowns=unknowns_ss, targets=targets_ss)\n",
    "ss['DivE'] = 0"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f0b7962e",
   "metadata": {},
   "source": [
    "#### Dynamics."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "d3bc2249",
   "metadata": {},
   "outputs": [],
   "source": [
    "@ssj.solved(unknowns={'pFE': ss['pFE']}, targets=['energy_mkt'])\n",
    "def firm_E(pFE, paramB, nu, Y, w, pi, alpphaE, alpphaf, etaE, mu, kappa, tauc, cbar, sF, Z, G, pFE_tilde, subv, Subv, Subv1, Subv2):   \n",
    "    pFE_HA = pFE - subv\n",
    "    \n",
    "    pH  = (1/Z) * ( alpphaf*((1-sF)*pFE)**(1-etaE) + (1-alpphaf)*w**(1-etaE) )**(1/(1-etaE))\n",
    "    pF  = ( alpphaE*(pFE_HA)**(1-etaE) + (1-alpphaE)*pH**(1-etaE) )**(1/(1-etaE))\n",
    "    mcF = pF\n",
    "    mcH = pH\n",
    "    \n",
    "    YH  = (1-alpphaE) * ( (pH/mcF)**(-etaE) ) * Y \n",
    "    YFE = alpphaE * ( (pFE_HA/mcF)**(-etaE) ) * Y\n",
    "    L   = (1-alpphaf) * ( (w/mcH)**(-etaE) ) * YH * Z**(etaE-1)\n",
    "    E   = alpphaf * ( ((1-sF)*pFE/mcH)**(-etaE) ) * YH * Z**(etaE-1)\n",
    "    \n",
    "    adj_p = Y * (((mu/(mu-1))/kappa)/2)*(pi**2)\n",
    "    bouclier = (pFE - pFE_HA) * YFE + (pFE - pFE_HA) * tauc * cbar + sF * pFE * E\n",
    "    bouclier_Y = bouclier / Y\n",
    "    bouclier_Yss = bouclier / Y.ss\n",
    "    Dep   = bouclier + G + Subv + Subv1 + Subv2\n",
    "    Div   = Y - pF * Y - adj_p\n",
    "    Edemand = E + YFE\n",
    "    Esupply = (pFE_tilde / (pFE * paramB * nu)) ** (1/(nu - 1))\n",
    "    DivE  = 0\n",
    "    energy_mkt = Edemand - paramB**(1/(1-nu)) * (nu * pFE / pFE_tilde)**(nu/(1-nu))\n",
    "    return energy_mkt, pFE_HA, pH, pF, YH, E, bouclier, bouclier_Y, bouclier_Yss, Dep, L, YFE, Div, DivE, Edemand, Esupply, adj_p, mcF, mcH"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "2a10566f",
   "metadata": {},
   "outputs": [],
   "source": [
    "@ssj.simple\n",
    "def estim_eq(TransEXO, G, subv, pFE_tilde):\n",
    "    TransEXO_out = TransEXO\n",
    "    G_out = G\n",
    "    subv_out = subv\n",
    "    pFE_tilde_out = pFE_tilde\n",
    "    return TransEXO_out, G_out, subv_out, pFE_tilde_out"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "865a6e95",
   "metadata": {},
   "outputs": [],
   "source": [
    "@ssj.simple\n",
    "def mkt_clearing_E(A, B, C, Capprox, G, Y, pFE, cbar, adj_p, Edemand):\n",
    "    Br         = B / Y\n",
    "    asset_mkt  = A - B\n",
    "    homegood_mkt = Y - C - G - pFE * Edemand - pFE * cbar - adj_p\n",
    "    conso      = Capprox - C\n",
    "    incomp     = pFE * cbar\n",
    "    return asset_mkt, homegood_mkt, Br, conso, incomp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "dfc15257",
   "metadata": {},
   "outputs": [],
   "source": [
    "unknowns_E   = ['pi', 'w', 'Y', 'Capprox', 'B']\n",
    "targets_E    = ['nkpc_res', 'asset_mkt', 'labour_mkt', 'conso', 'debt_res']\n",
    "block_list_E = [firm_E, monetary, fiscal, nkpc, union, wage, mkt_clearing_E, estim_eq, household]\n",
    "model_E      = ssj.create_model(block_list_E, name='CepreHANK with energy dividends')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c855897a",
   "metadata": {},
   "source": [
    "<a id=\"2b-0.75\"></a>\n",
    "### 2 Model with $\\nu=0.75$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "25ca9855",
   "metadata": {},
   "outputs": [],
   "source": [
    "calibration_E2 = calibration.copy()\n",
    "calibration_E2.update({'nu': 0.75, 'paramB': 1.0})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "a53d2d54",
   "metadata": {},
   "outputs": [],
   "source": [
    "ss_E2 = model_ss_E.solve_steady_state(calibration=calibration_E2, unknowns=unknowns_ss, targets=targets_ss)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d6e57f7a",
   "metadata": {},
   "source": [
    "<a id=\"2d-IRFs\"></a>\n",
    "### 3 IRFs\n",
    "\n",
    "$p_{FE}$ is exogenous when $\\nu=1$ because $p_{FE}=\\tilde{p}_{FE}$ $\\Rightarrow$ shock $=dp_{FE}$\n",
    "\n",
    "$\\tilde{p}_{FE}$ is exogenous when $\\nu<1$, but $p_{FE}$ is endogenous $\\Rightarrow$ shock $=d\\tilde{p}_{FE}$\n",
    "\n",
    "The consumers pay $p_{FE}^{HA} = (1-s_H)p_{FE} = p_{FE} - subv$ $\\Rightarrow$ The tariff shield shock is deduced from \n",
    "$$\n",
    "dp_{FE}^{HA} = dp_{FE}-dsub~~\\Rightarrow~~dsubv= dp_{FE}^{HA}-dp_{FE}\n",
    "$$ \n",
    "where $dp_{FE}$ is exogenous if $\\nu=1$ but endogenous if $nu<1$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "06d79192",
   "metadata": {},
   "outputs": [],
   "source": [
    "T = 500\n",
    "truncated_T = 30"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "84f6b780",
   "metadata": {},
   "outputs": [],
   "source": [
    "var = ['pFE_HA', 'pi', 'i',\n",
    "       'Y', 'E', 'L',\n",
    "       'w', 'C', 'YFE']\n",
    "\n",
    "var_names = ['Subsidized energy price', 'Inflation', 'Nominal interest rate',\n",
    "             'Output', 'Energy input', 'Labor',\n",
    "             'Real wage', 'Consumption', 'Household energy consumption'] "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "59de08da",
   "metadata": {},
   "source": [
    "#### Energy price shock."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "37afd31c",
   "metadata": {},
   "outputs": [],
   "source": [
    "dpFE           = irf.shock_generator(ss, 'pFE', rho=.8, p=100/100, T=T, truncated_T=truncated_T, display=False).reshape(T)\n",
    "dpFE_tilde_E1  = irf.shock_generator(ss_E1, 'pFE_tilde', rho=.8, p=100/100, T=T, truncated_T=truncated_T, display=False).reshape(T)\n",
    "dpFE_tilde_E2  = irf.shock_generator(ss_E2, 'pFE_tilde', rho=.8, p=100/100, T=T, truncated_T=truncated_T, display=False).reshape(T)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "758f6081",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Linear\n",
    "irfs      = model.solve_impulse_linear(ss, unknowns=unknowns, targets=targets,\n",
    "                                  inputs={'pFE': dpFE})\n",
    "irfs_E1   = model_E.solve_impulse_linear(ss_E1, unknowns=unknowns_E, targets=targets_E,\n",
    "                                  inputs={'pFE_tilde': dpFE_tilde_E1})\n",
    "irfs_E2   = model_E.solve_impulse_linear(ss_E2, unknowns=unknowns_E, targets=targets_E,\n",
    "                                  inputs={'pFE_tilde': dpFE_tilde_E2})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "f733bd6f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------ Figure 20a: Subsidized energy price ------\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------ Figure 20b: Inflation ------\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------ Figure 20c: Nominal interest rate ------\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------ Figure 20d: Output ------\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------ Figure 20e: Energy input ------\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------ Figure 20f: Labor ------\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------ Figure 20g: Real wage ------\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------ Figure 20h: Consumption ------\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------ Figure 20i: Household energy consumption ------\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Figure 20: IRFs (energy shock)\n",
    "for i in range(len(var)):\n",
    "    print('------ Figure 20'+string.ascii_lowercase[i]+': '+var_names[i]+' ------')\n",
    "    if var[i] in ['pi', 'i', 'r']:\n",
    "        plt.plot(100 * (irfs[var[i]])[:truncated_T], color='blue', label=r'Tariff shield & $\\nu=1$')\n",
    "        plt.plot(100 * (irfs_E1[var[i]])[:truncated_T], color='red', label=r'Tariff shield & $\\nu=0.9$')\n",
    "        plt.plot(100 * (irfs_E2[var[i]])[:truncated_T], color='red', linestyle='--', label=r'Tariff shield & $\\nu=0.75$')\n",
    "        plt.ylabel('Differences from steady-state (%)')\n",
    "    else:\n",
    "        plt.plot(100 * (irfs[var[i]] / ss[var[i]])[:truncated_T], color='blue', label=r'Tariff shield & $\\nu=1$')\n",
    "        plt.plot(100 * (irfs_E1[var[i]] / ss_E1[var[i]])[:truncated_T], color='red', label=r'Tariff shield & $\\nu=0.9$')\n",
    "        plt.plot(100 * (irfs_E2[var[i]] / ss_E2[var[i]])[:truncated_T], color='red', linestyle='--', label=r'Tariff shield & $\\nu=0.75$')\n",
    "        plt.ylabel('Deviations from steady-state (%)')\n",
    "    plt.axhline(0, linestyle='--', color='black')\n",
    "    plt.xlabel('Quarters')\n",
    "    plt.legend(frameon=False, title=var_names[i])\n",
    "    if save_fig:\n",
    "        plt.savefig('Figures/Figure20'+string.ascii_lowercase[i]+'.eps', dpi=500)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c9944612",
   "metadata": {},
   "source": [
    "#### Tariff shield shock."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "7867af2e",
   "metadata": {},
   "outputs": [],
   "source": [
    "dpFE_HA  = irf.shock_generator(ss, 'pFE_HA', rho=.8, p=80/100, T=T, truncated_T=truncated_T, display=False).reshape(T)\n",
    "dsubv    = dpFE - dpFE_HA\n",
    "\n",
    "dpFE_HA_E1  = irf.shock_generator(ss_E1, 'pFE_HA', rho=.8, p=80/100, T=T, truncated_T=truncated_T, display=False).reshape(T)\n",
    "dpFE_E1     = irf.shock_generator(ss_E1, 'pFE_tilde', rho=.8, p=80/100, T=T, truncated_T=truncated_T, display=False).reshape(T)\n",
    "dsubv_E1    = dpFE_E1 - dpFE_HA_E1\n",
    "\n",
    "dpFE_HA_E2  = irf.shock_generator(ss_E2, 'pFE_HA', rho=.8, p=80/100, T=T, truncated_T=truncated_T, display=False).reshape(T)\n",
    "dpFE_E2     = irf.shock_generator(ss_E2, 'pFE_tilde', rho=.8, p=80/100, T=T, truncated_T=truncated_T, display=False).reshape(T)\n",
    "dsubv_E2    = dpFE_E2 - dpFE_HA_E2\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "6700f8bb",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Linear\n",
    "irfs_ts      = model.solve_impulse_linear(ss, unknowns=unknowns, targets=targets,\n",
    "                                  inputs={'subv': dsubv})\n",
    "irfs_E1_ts   = model_E.solve_impulse_linear(ss_E1, unknowns=unknowns_E, targets=targets_E,\n",
    "                                  inputs={'subv': dsubv_E1})\n",
    "irfs_E2_ts   = model_E.solve_impulse_linear(ss_E2, unknowns=unknowns_E, targets=targets_E,\n",
    "                                  inputs={'subv': dsubv_E2})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "04632e9e",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------ Figure 21a: Subsidized energy price ------\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------ Figure 21b: Inflation ------\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------ Figure 21c: Nominal interest rate ------\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------ Figure 21d: Output ------\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------ Figure 21e: Energy input ------\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------ Figure 21f: Labor ------\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------ Figure 21g: Real wage ------\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------ Figure 21h: Consumption ------\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------ Figure 21i: Household energy consumption ------\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Figure 21: IRFs (tariff shield shock)\n",
    "for i in range(len(var)):\n",
    "    print('------ Figure 21'+string.ascii_lowercase[i]+': '+var_names[i]+' ------')\n",
    "    if var[i] in ['pi', 'i', 'r']:\n",
    "        plt.plot(100 * (irfs_ts[var[i]])[:truncated_T], color='blue', label=r'Tariff shield & $\\nu=1$')\n",
    "        plt.plot(100 * (irfs_E1_ts[var[i]])[:truncated_T], color='red', label=r'Tariff shield & $\\nu=0.9$')\n",
    "        plt.plot(100 * (irfs_E2_ts[var[i]])[:truncated_T], color='red', linestyle='--', label=r'Tariff shield & $\\nu=0.75$')\n",
    "        plt.ylabel('Differences from steady-state (%)')\n",
    "    else:\n",
    "        plt.plot(100 * (irfs_ts[var[i]] / ss[var[i]])[:truncated_T], color='blue', label=r'Tariff shield & $\\nu=1$')\n",
    "        plt.plot(100 * (irfs_E1_ts[var[i]] / ss_E1[var[i]])[:truncated_T], color='red', label=r'Tariff shield & $\\nu=0.9$')\n",
    "        plt.plot(100 * (irfs_E2_ts[var[i]] / ss_E2[var[i]])[:truncated_T], color='red', linestyle='--', label=r'Tariff shield & $\\nu=0.75$')\n",
    "        plt.ylabel('Deviations from steady-state (%)')\n",
    "    plt.axhline(0, linestyle='--', color='black')\n",
    "    plt.xlabel('Quarters')\n",
    "    plt.legend(frameon=False, title=var_names[i])\n",
    "    if save_fig:\n",
    "        plt.savefig('Figures/Figure21'+string.ascii_lowercase[i]+'.eps', dpi=500)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5e14e3c2",
   "metadata": {},
   "source": [
    "#### Estimation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "d3a5c2b1",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import data from excel file\n",
    "data_estim = pd.read_excel('esti_data.xlsx')\n",
    "data_raw = data_estim.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "d0c7c3ad",
   "metadata": {},
   "outputs": [],
   "source": [
    "labels_estim = ['GDP', 'Price index', 'Energy prices', 'Transfers', 'Government spending', 'Debt-to-GDP ratio']\n",
    "modvar_estim = ['Y', 'pi', 'pFE', 'TransEXO', 'G', 'Br']\n",
    "data_estim.columns = ['t'] + modvar_estim\n",
    "\n",
    "# Build indexes worth 100 in 4Q2019\n",
    "ref = data_estim['t'][data_estim['t'] == pd.to_datetime('2019-10-01')].index[0]\n",
    "for elem in modvar_estim:\n",
    "    if elem != 'Br':\n",
    "        data_estim[elem] = 100 * data_estim[elem] / data_estim[elem].loc[ref]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9ba8efcb",
   "metadata": {},
   "source": [
    "###### Stationarise the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "ad4548c4",
   "metadata": {},
   "outputs": [],
   "source": [
    "def remove_trend(data, g=None, verbose=False):\n",
    "    \"\"\"Remove the trend of a series.\n",
    "    Inputs\n",
    "    --------------\n",
    "    data          : series to detrend\n",
    "    g             : float, growth rate of the trend. If None it is estimated via OLS\n",
    "    verbose       : bool, set True to display\n",
    "    \n",
    "    Ouptuts\n",
    "    --------------\n",
    "    results.resid : detrended series with estimated g\n",
    "    g             : estimated growth rate of the trend\n",
    "    data_stat     : detrended series with given g\n",
    "    \"\"\"\n",
    "    if g is not None:\n",
    "        T = len(data)\n",
    "        data_stat = data / (data.iloc[0] * (1 + g) ** np.arange(T)) - 1\n",
    "        return data_stat\n",
    "    \n",
    "    y = np.array(np.log(np.array(data)))\n",
    "    X = np.array([i for i in range(1, len(data)+1)])\n",
    "    X = sm.add_constant(X)\n",
    "    model = sm.OLS(y, X)\n",
    "    results = model.fit()\n",
    "    if verbose:\n",
    "        print(results.summary())\n",
    "    g = results.params[1]\n",
    "    return results.resid, g, results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "e3d64b4a",
   "metadata": {},
   "outputs": [],
   "source": [
    "def AR_estim(data, verbose=False):\n",
    "    y = data[1:]\n",
    "    X = data[0:-1]\n",
    "    X = sm.add_constant(X)\n",
    "    model = sm.OLS(y, X)\n",
    "    results = model.fit()\n",
    "    if verbose:\n",
    "        print(results.summary())\n",
    "    const = results.params[0]\n",
    "    ρ = results.params[1]\n",
    "    std_ρ = results.bse[1]\n",
    "    σ = np.std(results.resid)\n",
    "    std_σ = np.max(results.resid)/3 # max is approx 3 std away from the mean\n",
    "    return {'ρ': ρ, 'std ρ': std_ρ, 'σ': σ, 'std σ': std_σ, 'R2': results.rsquared_adj}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "88505df4",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Data treatment and estimation of the parameters of the known/exogenous shocks\n",
    "AR_est = {}\n",
    "trend  = {}\n",
    "hist_mean = {}\n",
    "full_results = {}\n",
    "data_estim_stat = data_estim.copy()\n",
    "\n",
    "# Select the data from 2Q1995 to 4Q2019 for the estimation\n",
    "data_estim_stat = data_estim_stat[data_estim_stat['t'].dt.year <= 2019]\n",
    "\n",
    "# Remove trends and estimate the AR(1) when possible\n",
    "for elem in ['Y', 'G', 'TransEXO', 'pFE']:\n",
    "    res, t, full = remove_trend(data_estim_stat[elem])\n",
    "    full_results[elem]  = full\n",
    "    trend[elem] = t\n",
    "    if elem in ['pFE', 'G', 'TransEXO']:\n",
    "        AR_est[elem] = AR_estim(res)\n",
    "    if elem in ['Y', 'G', 'TransEXO']: # Detrended\n",
    "        if elem == 'TransEXO':\n",
    "            data_estim_stat[elem] = res * ss['Trans']\n",
    "        else:\n",
    "            data_estim_stat[elem] = res * ss[elem]\n",
    "\n",
    "# Inflation rates\n",
    "data_estim_stat['pi']     = data_estim['pi'].pct_change()\n",
    "data_estim_stat           = data_estim_stat.dropna()\n",
    "\n",
    "# Remove the historical means\n",
    "for elem in ['pFE', 'Br', 'pi']:\n",
    "    hist_mean[elem] = np.mean(data_estim_stat[elem])\n",
    "    data_estim_stat[elem] = (data_estim_stat[elem] - np.mean(data_estim_stat[elem])) / np.mean(data_estim_stat[elem])\n",
    "    if elem == 'pFE':\n",
    "        data_estim_stat[elem] = data_estim_stat[elem] * ss[elem]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3fb66fc3",
   "metadata": {},
   "source": [
    "###### Maximum likelihood estimation\n",
    "This is just a trial to get a starting point for the Bayesian estimation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "95ec6269",
   "metadata": {},
   "outputs": [],
   "source": [
    "data_estim_stat = data_estim_stat.rename(columns = {'pFE': 'pFE_tilde'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "e70701ab",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Shocks to estimate\n",
    "exogenous_estim =  ['mu', 'beta', 'TaxEXO', 'TransEXO', 'G', 'pFE_tilde']\n",
    "inout   = ['TransEXO', 'G', 'pFE_tilde']\n",
    "legends = {'mu': 'μ', 'beta': 'β', 'TaxEXO': 'τres', 'pFE_tilde': 'pFE_tilde', 'TransEXO': 'Trans', 'G': 'G'}\n",
    "\n",
    "leg = [r\"$\\rho_{}$\".format(legends[e]) for e in exogenous_estim] + [r'$\\sigma_{}$'.format(legends[e]) for e in exogenous_estim]\n",
    "n_estim = len(exogenous_estim)\n",
    "T_estim = len(data_estim_stat)\n",
    "\n",
    "# Variables used in the model\n",
    "var_estim = ['Y', 'pi', 'Br', 'TransEXO', 'G', 'pFE_tilde'] \n",
    "\n",
    "# Data for the estimation\n",
    "Y_estim = np.array(data_estim_stat[var_estim])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "effad33b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 6.51 s, sys: 4.22 s, total: 10.7 s\n",
      "Wall time: 1.92 s\n",
      "CPU times: user 5.31 s, sys: 3.49 s, total: 8.8 s\n",
      "Wall time: 1.43 s\n"
     ]
    }
   ],
   "source": [
    "%time G_estim_E1 = model_E.solve_jacobian(ss_E1, unknowns=unknowns, targets=targets, inputs=exogenous_estim+['subv', 'Subv', 'Subv2', 'χc', 'χl', 'i_shock'], T=T_estim)\n",
    "%time G_estim_E2 = model_E.solve_jacobian(ss_E2, unknowns=unknowns, targets=targets, inputs=exogenous_estim+['subv', 'Subv', 'Subv2', 'χc', 'χl', 'i_shock'], T=T_estim)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "4337e09c",
   "metadata": {},
   "outputs": [],
   "source": [
    "def estimation(f, x0, legends=leg, method='Powell', verbose=False, bounds=None):\n",
    "    \"\"\"Solves and display the results of the maximum likelihood estimation.\"\"\"\n",
    "    if method == 'downhill':\n",
    "        print('Method:', 'downhill simplex')\n",
    "        sol_val = opt.fmin(lambda x: f(x, verbose=verbose), x0=x0)\n",
    "    elif method in ['Powell', 'L-BFGS-B', 'TNC']:\n",
    "        print('Method:', method)\n",
    "        sol = opt.minimize(lambda x: f(x, verbose=verbose), x0, method=method, bounds=bounds)\n",
    "        sol_val = sol.x\n",
    "    \n",
    "    Estimations = pd.DataFrame(data = sol_val, \n",
    "                           index=legends, columns=['Estimations'])\n",
    "    if method == 'downhill':\n",
    "        return sol_val, Estimations\n",
    "    else:\n",
    "        return sol, sol_val, Estimations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "e099ff17",
   "metadata": {},
   "outputs": [],
   "source": [
    "def f_ML(x, G, Y=Y_estim, var=var_estim, shocks=exogenous_estim, n_estim=n_estim, T_estim=T_estim, inout=inout, meas=None, verbose=False):\n",
    "    \"\"\"Returns minus the log-likelihood for a set of parameters x.\n",
    "    n_estim first terms of x are persistence, n_estim next are volatilities.\"\"\"\n",
    "    like = est.likelihood_computation(var=var, shocks=shocks, persist=x[:n_estim], stdev=x[n_estim:],\n",
    "                                  measurement=meas, Tobs=T_estim, G=G, Y=Y, inout=inout)\n",
    "    if verbose:\n",
    "        print(x, '; likelihood = ', like)\n",
    "        \n",
    "    return -like"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "31692a90",
   "metadata": {},
   "outputs": [],
   "source": [
    "nu_vals = [0.9, 0.75]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "e0139ae6",
   "metadata": {},
   "outputs": [],
   "source": [
    "if estimation_flag:\n",
    "    x0 = np.array([0.7]*n_estim + [0.03]*n_estim)\n",
    "    bounds = [(0.01, 0.99)]*n_estim + [(0.000001, 5.0)]*n_estim\n",
    "    for i in range(len(nu_vals)):\n",
    "        \n",
    "        def f_ML(x, Y=Y_estim, G=globals()['G_estim_E{}'.format(i+1)], var=var_estim, shocks=exogenous_estim, n_estim=n_estim, T_estim=T_estim, inout=inout, meas=None, verbose=False):\n",
    "            \"\"\"Returns minus the log-likelihood for a set of parameters x.\n",
    "            n_estim first terms of x are persistence, n_estim next are volatilities.\"\"\"\n",
    "            like = est.likelihood_computation(var=var, shocks=shocks, persist=x[:n_estim], stdev=x[n_estim:],\n",
    "                                          measurement=meas, Tobs=T_estim, G=G, Y=Y, inout=inout)\n",
    "            if verbose:\n",
    "                print(x, '; likelihood = ', like)\n",
    "\n",
    "            return -like\n",
    "        \n",
    "        sol, sol_ML, Estimations = estimation(f_ML, x0, legends=leg, method='L-BFGS-B', bounds=bounds)\n",
    "        # print(i+1, Estimations)\n",
    "        util.save_result(Estimations, 'Results/Estimation_ML_E{}'.format(i+1))\n",
    "else:\n",
    "    for i in range(len(nu_vals)):\n",
    "        Estimations = util.load_result('Results/Estimation_ML_E{}.pickle'.format(i+1))\n",
    "        # print(i+1, Estimations)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "62c3fd78",
   "metadata": {},
   "source": [
    "###### Bayesian estimation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "e7159a02",
   "metadata": {},
   "outputs": [],
   "source": [
    "prior_desc = {'mu': {'ρ': ['beta', 0.8, 0.05],\n",
    "                     'σ': ['invgamma', 0.05, 1.0]},\n",
    "              'beta': {'ρ': ['beta', 0.8, 0.05],\n",
    "                       'σ': ['invgamma', 0.05, 1.0]},\n",
    "              'TaxEXO': {'ρ': ['beta', 0.8, 0.05],\n",
    "                         'σ': ['invgamma', 3.0, 1.0]},\n",
    "              'G': {'ρ': ['beta', AR_est['G']['ρ'], 0.03],\n",
    "                    'σ': ['invgamma', AR_est['G']['σ'], 1.0]},\n",
    "              'pFE_tilde': {'ρ': ['beta', AR_est['pFE']['ρ'], 0.03],\n",
    "                      'σ': ['invgamma', AR_est['pFE']['σ'], 1.0]},\n",
    "              'TransEXO': {'ρ': ['beta', AR_est['TransEXO']['ρ'], 0.05],\n",
    "                           'σ': ['invgamma', AR_est['TransEXO']['σ'], 1.0]}}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "8f18867b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Construct joint prior distribution\n",
    "def prior(x, exogenous_estim, prior_desc):\n",
    "    \"\"\"Computes prior density given parameters x\"\"\"\n",
    "    N = len(x) // 2\n",
    "    res = 1.0 # Will contain the total prior density\n",
    "    \n",
    "    for (i,elem) in enumerate(exogenous_estim):\n",
    "        # Persistences\n",
    "        params = prior_desc[elem]['ρ'][1:]\n",
    "        typ = prior_desc[elem]['ρ'][0]\n",
    "        if typ == 'beta':\n",
    "            mean_beta, std_beta = params\n",
    "            quad = ((mean_beta**2) - mean_beta + (std_beta**2))\n",
    "            a = - (mean_beta * quad)/(std_beta**2)\n",
    "            b = ((mean_beta - 1)*quad)/(std_beta**2)\n",
    "            res = res * beta.pdf(x=x[i], a=a, b=b)\n",
    "        elif typ == 'normal':\n",
    "            mean_nor, std_nor = params\n",
    "            loc = mean_nor\n",
    "            scale = std_nor\n",
    "            res = res * norm.pdf(x=x[i], loc=loc, scale=scale)\n",
    "        # Std\n",
    "        params = prior_desc[elem]['σ'][1:]\n",
    "        typ = prior_desc[elem]['σ'][0]\n",
    "        if typ == 'invgamma':\n",
    "            mean_invgam, std_invgam = params\n",
    "            a = 2 + (mean_invgam / std_invgam)**2\n",
    "            scale = mean_invgam + ((mean_invgam**3)/(std_invgam**2))\n",
    "            res = res * invgamma.pdf(x=x[N+i], a=a, scale=scale)\n",
    "        elif typ == 'normal':\n",
    "            mean_nor, std_nor = params\n",
    "            loc = mean_nor\n",
    "            scale = std_nor\n",
    "            res = res * norm.pdf(x=x[N+i], loc=loc, scale=scale)\n",
    "    \n",
    "    return res"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "a62c374b",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "nb_iter = 1_000_000\n",
    "\n",
    "if estimation_flag:\n",
    "    accepted = {}\n",
    "\n",
    "    for i in range(len(nu_vals)):\n",
    "        xini = np.array(util.load_result('Results/Estimation_ML_E{}.pickle'.format(i+1)))\n",
    "        print('')\n",
    "        print('Estimation {}'.format(i+1))\n",
    "        def log_like(x, data, G=globals()['G_estim_E{}'.format(i+1)], var=var_estim, shocks=exogenous_estim, n_estim=n_estim, T_estim=T_estim, inout=inout, meas=None, verbose=False):\n",
    "            \"\"\"Computes log-likelihood given parameters x and data\"\"\"\n",
    "            return est.likelihood_computation(var=var, shocks=shocks, persist=x[:n_estim], stdev=x[n_estim:],\n",
    "                                          measurement=meas, Tobs=T_estim, G=G, Y=data, inout=inout)\n",
    "        \n",
    "        H    = est.hessian(xini, lambda x: -log_like(x, Y_estim))\n",
    "        invH = np.linalg.inv(H)\n",
    "        interm_accepted = est.metropolis_hastings(log_like, lambda x: prior(x, exogenous_estim, prior_desc), xini.reshape(2*n_estim), nb_iter, \n",
    "                                       Y_estim, c=0.5, covr=invH,\n",
    "                                       saveReject=False, display=True)\n",
    "        util.save_result(interm_accepted, 'Results/Estimation_Bayes_{}draws_E{}'.format(nb_iter, i+1)) # Save accepted draws\n",
    "        accepted[i] = interm_accepted\n",
    "else:\n",
    "    accepted = {}\n",
    "    for i in range(len(nu_vals)):\n",
    "        accepted[i] = util.load_result('Results/Estimation_Bayes_{}draws_E{}.pickle'.format(nb_iter, i+1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "713ed2b0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of accepted draws: 265803\n",
      "Share of accepted draws: 26.58 %\n",
      "Number of accepted draws: 265274\n",
      "Share of accepted draws: 26.527 %\n"
     ]
    }
   ],
   "source": [
    "for i in range(len(nu_vals)):\n",
    "    print('Number of accepted draws:', len(accepted[i]))\n",
    "    print('Share of accepted draws:', np.round(100*(len(accepted[i])/(nb_iter)), 3), '%')\n",
    "    # Discard first half of accepted draws\n",
    "    accepted[i] = np.array(accepted[i][len(accepted[i])//2:])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "7c96a7c7",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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tXLhQ0oVv36dPn67atWub0S14Kd6PAOCKvAh4lqUL76efflpr1qzR559/rk8//VTz5s3TgAEDtHXrVk+HBlRqmzdvVnx8vLKzsxUfH+/8tvv2229Xs2bNJF24Muqjjz4qSRowYIBWrVqlhx56SKNHj1aPHj3Url07TZ48We+//75iY2MlSddcc41WrFihJ554Qu3bt9df/vIXDR482Pl3Tp8+rdq1a2v9+vVatmyZWrdurVtuuUWhoaGaNGmSR54LeB7vRwBwRV4ErMfPuNwPOjzs9ttvV0hIiP75z386t9WpU0dJSUkaM2bMZR9rt9sVHh6u3NxchYWFmR0qfNjKPVnlevy5vDwNat1IkvRG+o8K/t3vs/o1rVeu46N8KluuqGz9hTX8Po+SF62tsuWJytZfWAfnmN6lvLnC0iPe/fv31+eff67Dhw9Lkj788EMdO3bMeYsDAAAAAACsztJXNX/ggQd0+vRpxcXFqV69etqzZ4/69++ve+65p0hbh8Mhh8PhXLfb7e4MFQAAAACAYlm68J4/f76ef/55bdmyRQ0bNtTWrVu1ceNGBQQUDTslJUXTpk3zQJQAAKAilXb6JdMpAQBWZ9mp5oZhaMKECRo+fLgaNmwoSWrZsqXWrl2rlJSUIu2TkpKUm5vrXDIzM90dMgAAAAAARVi28D527JhOnjypmJgYl+2xsbF65513irS32WwKCwtzWQAAAAAA8DTLFt61atWSzWZTVpbrdLOsrCxVrVrVQ1EBAAAAAFA6li28/f39NWTIEC1cuFAnTpyQJKWnp2v9+vW69957PRwdAAAAAAAlY+mLq82cOVNTp05V9+7dFRISolOnTunZZ5/VI4884unQAAAAAAAoEUsX3iEhIXr++ec9HQYAAAAAAGVm2anmAAAAAAD4AkuPeAMAAOsp7X22AQCo7BjxBgAAAADARIx4AwAAwOsdPHhQjz/+uI4dO6bjx48rMDBQM2bMUNeuXT0dGioJZgPhcii8AQAA4NWOHz+url276tVXX1X37t1lGIYGDBigHTt2UHij0irtFwH9mtYzKRJIFN4AYBlvv/22Fi5cqIKCAtntdkVHRys1NVUNGjRwtpk/f77mz5+vqlWrqkaNGlqwYIGuvvpqD0YNAJ73/PPPq127durevbskyc/PT6mpqSosLPRwZABwAb/xBgCLGDx4sP72t7/p448/1rfffqvQ0FD16tVL586dkyStXLlSU6ZM0QcffKAvv/xS7du3V9++fTmxBFDpvfvuu+rSpYvLtujoaMXExHgmIAD4HQpvALCIO++8UwkJCZIkf39/JSYmat++fUpPT5ckJScna8iQIapTp44kafTo0dq+fbvef/99j8UMAJ525swZHThwQIWFhRo0aJA6duyonj176p133im2vcPhkN1ud1kAwGwU3gBgEStWrHBZDw4OliTl5+frxIkTSk9PV9u2bZ37w8PD1aRJE23YsMGtcQKAlZw8eVKSNGnSJI0bN05ffvmlkpOTdf/99+uf//xnkfYpKSkKDw93LlFRUW6OGEBlROENABb19ddfKzIyUh07dtSBAwckSRERES5tIiIinPuKw8gOAF/n73/hdLZv375q3bq1JKldu3a66667NHPmzCLtk5KSlJub61wyMzPdGi+AyonCGwAsyOFwKDU1VbNnz1ZgYKDy8vIkSTabzaWdzWZz7isOIzsAfF3t2rVls9lUv359l+3XXHON/vvf/xZpb7PZFBYW5rIAgNkovAHAgoYPH667775b/fv3lySFhIRIulCQ/5bD4XDuKw4jOwB8XUBAgG666SZlZbneOumnn35SdHS0h6ICAFcU3gBgMRMmTFBAQICSk5Od2y7eUiw7O9ulbXZ2tsvtxn6PkR0AlcH48eO1evVq5wj3wYMHtWrVKj3yyCMejgwALuA+3oCHrdyTdeVGv9GvaT2TIoEVPPfcc8rIyNCbb74pPz8/bdmyRZLUpk0btWrVSmlpabr77rslSXa7XXv37tVzzz3nyZABwON69eqlOXPmqH///goJCdH58+f1wgsv6P777/d0aAAgicIbACxj3rx5WrZsmV599VXnLcTWrVunmJgYtWnTRpMmTdLIkSM1btw41a5dW7Nnz1ZcXJz69Onj4cgBwPMGDx6swYMHezoMACgWhTcqldKOLgPucurUKY0cOVKFhYW6+eabXfYtWrRIktSvXz/l5OTo1ltvVXBwsGrWrKm1a9c6r+gLAAAAa6LwBgALCA0NVUFBwRXbjRgxQiNGjHBDRAAAAKgoDJMAAAAAAGAiCm8AAAAAAExE4Q0AAAAAgIkovAEAAAAAMBGFNwAAAAAAJqLwBgAAAADARBTeAAAAAACYiMIbAAAAAAATUXgDAAAAAGAiCm8AAAAAAExE4Q0AAAAAgIkovAEAAAAAMBGFNwAAAAAAJqLwBgAAAADARBTeAAAAAACYiMIbAAAAAAATUXgDAAAAAGAiCm8AAAAAAExE4Q0AAAAAgIkCPB0AAAAAUFZTp07V6tWrVaNGDee28PBwrVmzxnNBAcDvUHgDAADAq82aNUvx8fGeDgMALomp5gAAAAAAmIjCGwAAAAAAE1F4AwAAwKu99tprio+PV8eOHTVkyBDt37//km0dDofsdrvLAgBms3zhffDgQd13333q1q2bWrRooTZt2mjjxo2eDgsAAAAWEB0drVatWmnDhg36/PPPFRsbqzZt2ujIkSPFtk9JSVF4eLhziYqKcnPEACojSxfex48fV9euXfXQQw/pk08+0datW9WoUSPt2LHD06EBAADAAoYNG6YxY8YoICBA/v7+mjx5soKDgzV37txi2yclJSk3N9e5ZGZmujliAJWRpa9q/vzzz6tdu3bq3r27JMnPz0+pqakqLCz0cGQAAACwoipVqigmJuaS081tNptsNpubowJQ2Vl6xPvdd99Vly5dXLZFR0crJibGMwEBAADAUkaPHl1k29GjR5lCDsBSLDvifebMGR04cECFhYUaNGiQMjIyFBISouHDh+vuu+8u0t7hcMjhcDjXuVAGAACVw8o9WaVq369pPZMigSe899576t69u+644w5J0sKFC5WTk6Nhw4Z5ODJ4u9LmFuByLFt4nzx5UpI0adIkffzxx2rdurU2b96sLl26qKCgQPfdd59L+5SUFE2bNs0DkQIA4N04uYQ3S05O1qxZszRz5kw5HA4FBQVp/fr1uvbaaz0dGgA4Wbbw9ve/MAu+b9++at26tSSpXbt2uuuuuzRz5swihXdSUpLGjh3rXLfb7UwxAgAA8HEDBw7UwIEDPR0GAFyWZQvv2rVry2azqX79+i7br7nmGn388cdF2nOhDAAAAACAFVn24moBAQG66aablJXlOv3tp59+UnR0tIeiAgAAAACgdCxbeEvS+PHjtXr1av33v/+VJB08eFCrVq3SI4884uHIAAAAAAAoGctONZekXr16ac6cOerfv79CQkJ0/vx5vfDCC7r//vs9HRoAAAAAACVi6cJbkgYPHqzBgwd7OgwAAAAAAMrE0lPNAQAAAADwdpYf8QaAyiQ/P19TpkxRamqqfvzxR8XExDj3PfDAA9q9e7eCg4Od25o2bar58+d7IFIAAOBLVu7JunKj3+jXtJ5JkfgmCm8AsIiMjAz96U9/UpMmTVRQUFBsm+XLl7sU4wAAALA+ppoDgEWcPn1ay5Yt09ChQz0dCgAAACoQI94AYBFxcXGSpMOHD3s4EgAAAFQkCm8A8CIpKSnas2ePzp8/r5YtW+rJJ59U3bp1L9ne4XDI4XA41+12uzvCBAAAwG8w1RwAvESTJk10yy236JNPPtEnn3wih8OhDh066PTp05d8TEpKisLDw51LVFSUGyMGAACAROENAF7jiSee0KBBg+Tv76+goCC9+OKLOnTokN56661LPiYpKUm5ubnOJTMz040RAwAAQGKqOQB4rbCwMNWuXVv79++/ZBubzSabzebGqAAAAPB7jHgDgJcYPXq0y7rD4dDPP//M9HEAAACLo/AGAC8xb948paWlOdeffvpphYeH65577vFgVAAAALgSppoDgEXk5+crISFBJ0+elCQNGDBAUVFRWrFihSRpxowZGjNmjAICApSXl6datWpp48aNqlOnjgejBgAAwJVQeAOARQQFBWnTpk2X3D9q1CiNGjXKfQEBAACgQjDVHAAAAAAAE1F4AwAAAABgIgpvAAAAAABMROENAAAAn/Dyyy/Lz8/vstfLAABPoPAGAACA1zt69KhmzJjh6TAAoFgU3gAAAPB6o0aNUlJSkqfDAIBicTsxeLWVe7I8HYLblbbP/ZrWMykSAACsYe3atQoMDFSvXr08HQoAFIvCGwAAAF7rzJkzmjhxoj788EM5HI4rtnc4HC7t7Ha7meEBgCSmmgMAAMCLTZ48WSNGjFC9eiWb4ZWSkqLw8HDnEhUVZXKEAEDhDQAAAC/1/fff69tvv9WIESNK/JikpCTl5uY6l8zMTBMjBIALmGoOAAAAr7Ru3TqdPXtW3bp1kySdO3dOkvToo4+qRo0aWrhwoRo1auTyGJvNJpvN5vZYAVRuFN4AAADwSpMnT9bkyZOd6xkZGYqNjdWsWbMUHx/vucAA4HeYag4AAAAAgIkovAEAAOD1Hn30UQ0YMKDIvwHACphqDgAAAK83a9YsT4cAAJfEiDcAAAAAACai8AYAAAAAwEQU3gAAAAAAmIjCGwAAAAAAE1F4AwAAAABgIgpvAAAAAABMROENAAAAAICJKLwBAAAAADARhTcAAAAAACai8AYAAAAAwEQBng4AAAAAAMy0ck+Wp0NAJceINwAAAAAAJqLwBgAAAADARF5ReL/88svy8/PTpk2bPB0KAAAAAAClYvnC++jRo5oxY4anwwAAAAAAoEwsX3iPGjVKSUlJng4DAAAAAIAysXThvXbtWgUGBqpXr16eDgUAAAAAgDKx7O3Ezpw5o4kTJ+rDDz+Uw+G4YnuHw+HSzm63mxkeAAAAAAAlYtkR78mTJ2vEiBGqV69eidqnpKQoPDzcuURFRZkcIQAAAAAAV2bJwvv777/Xt99+qxEjRpT4MUlJScrNzXUumZmZJkYIAAAAAEDJWHKq+bp163T27Fl169ZNknTu3DlJ0qOPPqoaNWpo4cKFatSokctjbDabbDab22MFAMBqVu7J8nQIAADgNyxZeE+ePFmTJ092rmdkZCg2NlazZs1SfHy85wIDAACApaxZs0avvvqqHA6Hzp49q7Nnz2r8+PG69957PR0aADhZcqo5AFRW+fn5SkpKUkBAgDIyMorsnz9/vlq3bq2OHTvqtttu05EjR9wfJABYyN///nfde++9Wr9+vb744gtNnTpVf/rTn7Rt2zZPhwYATpYvvB999FENGDCgyL8BwNdkZGSoS5cuOnr0qAoKCorsX7lypaZMmaIPPvhAX375pdq3b6++ffuqsLDQA9ECgDUkJydr4MCBzvX4+HgVFhbqxx9/9GBUAODKklPNf2vWrFmeDgEA3OL06dNatmyZDh8+rKVLlxbZn5ycrCFDhqhOnTqSpNGjR2v69Ol6//331bdvX3eHCwCW0KZNG+e/f/31V6Wmpqp58+bq2bOnB6MCAFeWH/EGgMoiLi6uyIUjLzpx4oTS09PVtm1b57bw8HA1adJEGzZscFeIAGBZI0eOVO3atfXxxx/rww8/VPXq1Ytt53A4ZLfbXRYAMJvlR7wBANKBAwckSRERES7bIyIinPuK43A45HA4nOucYAJlu+p7v6b1TIgEFemVV17R7NmzNW3aNHXs2FHffPON6tUr+rqlpKRo2rRpHogQQGXGiDcAeIG8vDxJKnLbRJvN5txXnJSUFIWHhzuXqKgoU+MEAE+qUqWKpk6dKsMw9OKLLxbbJikpSbm5uc4lMzPTzVECqIwovAHAC4SEhEiSy+j1xfWL+4rDCSYAX5efn++y7u/vr8aNG2vnzp3FtrfZbAoLC3NZAMBsFN4A4AUaNGggScrOznbZnp2d7dxXHE4wAfi61q1bF9mWlZWlyMhID0QDAMXjN94A4AVq1qypVq1aKS0tTXfffbekC7/X3rt3r5577jkPRwcAnrNz507961//0m233SZJev3117Vnzx4tWLDAw5EBvq2018uo7NfKYMQbALzEpEmTtGTJEh07dkySNHv2bMXFxalPnz4ejgwAPOell15ScnKyOnfurJtvvll///vf9d5776lTp06eDg0AnBjxBgCLyM/PV0JCgk6ePClJGjBggKKiorRixQpJUr9+/ZSTk6Nbb71VwcHBqlmzptauXSt/f75DBVB5jRo1SqNGjfJ0GABwWRTeAGARQUFB2rRp02XbjBgxQiNGjHBPQAAAAKgQDJMAAAAAAGAiCm8AAAAAAExE4Q0AAAAAgIkovAEAAAAAMBGFNwAAAAAAJqLwBgAAAADARBTeAAAAAACYiMIbAAAAAAATUXgDAAAAAGAiCm8AAAAAAExE4Q0AAAAAgIkCPB0A8Fsr92R5OgQAAAAAqFCMeAMAAAAAYCIKbwAAAAAATEThDQAAAACAifiNNwAAAACvwnWB4G0Y8QYAAAAAwEQU3gAAAAAAmIip5oCPK+1UrH5N65kUCQAAAFA5MeINAAAAAICJGPEGAACAV3v77be1cOFCFRQUyG63Kzo6WqmpqWrQoIGnQwMASYx4AwAAwMsNHjxYf/vb3/Txxx/r22+/VWhoqHr16qVz5855OjQAkEThDQAAAC935513KiEhQZLk7++vxMRE7du3T+np6R6ODAAuoPAGAACAV1uxYoXLenBwsCQpPz/fE+EAQBH8xhsAAAA+5euvv1ZkZKQ6duxYZJ/D4ZDD4XCu2+12d4YGoJJixBsAAAA+w+FwKDU1VbNnz1ZgYGCR/SkpKQoPD3cuUVFRHogSQGVD4Q0AAACfMXz4cN19993q379/sfuTkpKUm5vrXDIzM90cIYDKiKnmAAAA8AkTJkxQQECAkpOTL9nGZrPJZrO5MSoAoPAGAACAD3juueeUkZGhN998U35+ftqyZYskqU2bNh6ODAAovAEAsLyVe7I8HQJgafPmzdOyZcv06quvOm8htm7dOsXExFB4A7AECm8AAAB4rVOnTmnkyJEqLCzUzTff7LJv0aJFHooKAFxReAMAAMBrhYaGqqCgwNNhAMBlcVVzAAAAAABMZOkR77ffflsLFy5UQUGB7Ha7oqOjlZqaqgYNGng6NAAAAAAASsTSI96DBw/W3/72N3388cf69ttvFRoaql69euncuXOeDg0AAAAAgBKxdOF95513KiEhQZLk7++vxMRE7du3z3m1SgAAAAAArM7ShfeKFStc1oODgyVJ+fn5nggHAAAAAIBSs/RvvH/v66+/VmRkpDp27Fhkn8PhkMPhcK7b7XZ3hgYApps6dapWr16tGjVqOLeFh4drzZo1ngsKAAAAV+Q1hbfD4VBqaqpmz56twMDAIvtTUlI0bdo0D0QGAO4za9YsxcfHezoMAAAAlIKlp5r/1vDhw3X33Xerf//+xe5PSkpSbm6uc8nMzHRzhAAAAAAAFOUVI94TJkxQQECAkpOTL9nGZrPJZrO5MSoAAAAAAK7M8iPezz33nDIyMrRgwQL5+flpy5Yt2rJli6fDAgCPeO211xQfH6+OHTtqyJAh2r9//2XbOxwO2e12lwUAAADuZenCe968eVq2bJlGjx6t9PR0paWlae3atdq2bZunQwMAt4uOjlarVq20YcMGff7554qNjVWbNm105MiRSz4mJSVF4eHhziUqKsqNEQMAAECycOF96tQpjRw5Ujt27NDNN9+stm3bqm3btlxADUClNWzYMI0ZM0YBAQHy9/fX5MmTFRwcrLlz517yMVz/AgAAwPMs+xvv0NBQFRQUeDoMALCsKlWqKCYm5rLTzbn+BQAAgOdZtvAGALgaPXq0XnrpJZdtR48eVefOnT0UEVB5rNyTVar2/ZrWMykSAIA3ovAGAC/x3nvvqXv37rrjjjskSQsXLlROTo6GDRvm4cgAACif0n65BXgbCm8A8BLJycmaNWuWZs6cKYfDoaCgIK1fv17XXnutp0MDAADAZVB4A4CXGDhwoAYOHOjpMAAAAFBKlr2qOQAAAAAAvoARb5iK3+sAAAAAqOwY8QYAAAAAwEQU3gAAAAAAmIip5gAAAPBq+fn5mjJlilJTU/Xjjz8qJibG0yEB+J3S/gS1X9N6JkXiGYx4AwAAwGtlZGSoS5cuOnr0qAoKCjwdDgAUi8IbAAAAXuv06dNatmyZhg4d6ulQAOCSmGoOAAAArxUXFydJOnz4sIcjAYBLo/AGAABApeFwOORwOJzrdrvdg9EAqCyYag4AAIBKIyUlReHh4c4lKirK0yEBqAQY8QYAwM1Ke2VXABUnKSlJY8eOda7b7XaKbwCmo/AGAABApWGz2WSz2TwdBoBKhsIbgIvKfo9FAAAAoKLxG28AAAAAAEzEiDcAAAC8Vn5+vhISEnTy5ElJ0oABAxQVFaUVK1Z4NjAA+A0KbwAAAHitoKAgbdq0ydNhAMBlMdUcAAAAAAATMeINAAAAoEJx20TAFSPeAAAAAACYiMIbAAAAAAATUXgDAAAAAGAiCm8AAAAAAExE4Q0AAAAAgIkovAEAAAAAMBG3E0OpcGsIAAAAACgdRrwBAAAAADARhTcAAAAAACZiqjkAAOXEz3Dwe6V9T/RrWs+kSAAAVsCINwAAAAAAJmLEGwAAAMBlMbMHKB9GvAEAAAAAMBGFNwAAAAAAJmKqOYBy4QJCAAAAwOVReAMAAAAALMXXBneYag4AAAAAgIkY8a7kuEIlAAAAAJiLwhsAgN/gC0kAlQG5DnAvy081X7VqlW688UZ17txZXbp00Y4dOzwdEgB4FHkRAIoiNwKwMkuPeG/evFl//vOflZaWpqZNm2rp0qW69dZbtWvXLoWGhno6PABwO/IiABRFbgRgdZYe8X7uuefUp08fNW3aVJI0ePBgnT9/XkuWLPFwZADgGeRFwDet3JNVqgWuyI0ArM7SI94ff/yxJk2a5Fz39/dXmzZttGHDBiUmJnowMuviP2NYna/dGsLdyIulR14EfB+5kVwHWJ1lC++ff/5Zubm5ioiIcNkeERGh7777rkh7h8Mhh8PhXM/NzZUk2e12cwO1mLzTpzwdAn7nXF6e8995p0+psLDAg9F4H7u9msnHv5AjDMMw9e9UhNLmRYncKJEXrYi8WH5m5kZvyouS754zvrcv29MhwOLIpa5e31L6/+/vaBxx5Ub/p7y50bKFd97/vZFsNpvLdpvN5tz3WykpKZo2bVqR7VFRUeYECJTB/7ulladDwCWcOnVK4eHhng7jskqbFyVyI6yPvGhd3pAXJc4ZAYlc6k5lzY2WLbxDQkIkyeUbyYvrF/f9VlJSksaOHetcLyws1C+//KKrrrpKfn5+5gbrQXa7XVFRUcrMzFRYWJinw3Eb+l25+i2Z13fDMHTq1ClFRkZW2DHNUtq8KFk3N1bm97IZeD4rVmV/Pr0pL0rWOGesTO8Z+up7Kks/pfL1tby50bKF91VXXaXw8HBlZ7tOs8nOzlaDBg2KtLfZbEW+6axRo4aZIVpKWFiYz39QikO/Kx8z+u4NIzpS6fOiZP3cWJnfy2bg+axYlfn59Ja8KFnrnLEyvWfoq++pLP2Uyt7X8uRGS1/VvFu3bkpLS3OuG4ah9PR09ejRw4NRAYDnkBcBoChyIwCrs3ThPWHCBL3//vvau3evJOmNN95QlSpVNGTIEA9HBgCeQV4EgKLIjQCszrJTzSWpXbt2WrJkiQYOHKiqVavK399fH374oUJDQz0dmmXYbDZNmTKlyJQpX0e/K1e/pcrd99/ylbzI61mxeD4rFs+n9/F0bqxM7xn66nsqSz8lz/bVz/CWe0UAAAAAAOCFLD3VHAAAAAAAb0fhDQAAAACAiSi8AQAAAAAwEYW3F1i1apVuvPFGde7cWV26dNGOHTsu2/748eP6y1/+ovj4eN14442Ki4vTP//5TzdFW3FK0+/4+PgiS1xcnKKjo90YccUoTb8Nw9DTTz+tli1bqkuXLrrxxhu1YMECN0ZbcUrb73nz5ql9+/bq2LGjWrdurXfffdeN0aI4Ff3enTp1qm644QaXz/Wdd95pdjcsw4zPRGn/P/EVFf1cVvb3ZmVVmvfR4sWL1axZsyLnJmfPnnVjxGVXmc49K8v5ZmU6v7TsOaUBS/v222+N6tWrG7t37zYMwzCWLFliXH311Ybdbi+2vcPhMFq2bGksWbLEue1vf/ubMW7cOLfEW1FK2+8uXboU2TZu3Djjb3/7m5lhVrjS9nvhwoVGWFiYcfjwYcMwDOPQoUNGWFiYsW7dOrfFXBFK2+9XXnnFqFOnjrPfW7duNYKDg40vvvjCbTHDlRnv3SlTphgbN240PXYrMuMzUdpj+goznsvK/N6srEr7Plq0aJGxaNEiN0ZYcSrTuWdlOd+sTOeXVj6npPC2uH79+hn33nuvc72goMCoW7eu8fLLLxfb/pVXXjHat2/vsu3YsWPGzp07TY2zopW23wcOHHBZP3/+vBEREWHs2LHD1DgrWmn7nZiYaLRr185lW9u2bY1HHnnE1DgrWmn73axZM2PUqFEu2/r06WPccccdpsaJSzPjvVuZixszPhOlPaavMOO5rMzvzcqqtO8jby68K9O5Z2U536xM55dWPqdkqrnFffzxx2rbtq1z3d/fX23atNGGDRuKbf/uu++qS5cuLttq1aqla6+91tQ4K1pp+x0bG+uy/sEHH+iaa65R8+bNTY2zopW233feead27dqlbdu2SZK2bt2q7du3q27dum6Jt6KUtt8HDx4s0sfIyEh99tlnpsaJS6us712zmPGZKO0xfQX5BRWhMn1+KtO5Z2U536xM/0dbOedTeFvYzz//rNzcXEVERLhsj4iI0IEDB4p9zLZt21S1alU9/PDD6tixo7p27ap58+bJ8KLbtZel37+3ePFiDR061IzwTFOWfvfo0UOLFi1St27d1Lx5c7Vu3Vrt2rXTX//6V3eEXCHK0u+YmBgdOnTIZdvhw4d18uRJnTlzxrRYUTwz37uvvfaa4uPj1bFjRw0ZMkT79+83rR9WYcZnoiLyqjcyM79UxvdmZVXWz8+6devUrVs3derUSffee6++//57s0Mtt8p07llZzjcr0/ml1c8pKbwtLC8vT5Jks9lctttsNue+3ztx4oRSUlJ0xx136Msvv9SCBQs0depUPf/886bHW1HK0u/fOnHihDZs2KABAwaYEp9ZytLvdevW6aGHHtIHH3ygnTt3at++ferVq5dCQkJMj7eilKXfo0eP1vLly53fxH766af69NNPJUkFBQUmRovimPXejY6OVqtWrbRhwwZ9/vnnio2NVZs2bXTkyBHzOmMBZnwmyptXvZVZ+aWyvjcrq7K8j+rWravGjRvr3//+t7744gv17t1b7du3t3zxXZnOPSvL+WZlOr+0+jklhbeFXXxzOxwOl+0Oh+OSb3x/f3+1a9dOvXv3liQ1btxYw4YN08yZM80NtgKVpd+/9dZbb6lPnz4KDw83JT6zlKXfEydOVL9+/dSmTRtJUoMGDbRv3z4lJiaaG2wFKku/hw8frlmzZumRRx5Rp06d9Prrr2vixIkKDAxU9erVTY8Zrsx67w4bNkxjxoxRQECA/P39NXnyZAUHB2vu3Lkm9cQazPhMlDeveiuz8ktlfW9WVmV5H/Xu3VspKSnOAmDo0KFq2bKlZsyYYW6w5VSZzj0ry/lmZTq/tPo5JYW3hV111VUKDw9Xdna2y/bs7Gw1aNCg2MdERUWpfv36LtuuueYa/fTTT15zC4uy9Pu3Fi9erGHDhpkVnmnK0u99+/YpJibGZVtsbKzeeecds8KscGV9vYcOHaqNGzfqiy++0Kuvvqpff/1VzZs3l78/ac3d3PXerVKlimJiYnx+Sq8Zn4ny5lVv5a78Ulnem5VVRX1+GjZsaPn3SGU696ws55uV6fzS6ueUnKFaXLdu3ZSWluZcNwxD6enp6tGjR7HtO3furKysLJdtP/30k2rVqqWqVauaGmtFKm2/L9q1a5dycnLUrVs3s0M0RWn7ffXVVxd5vbOysrzqtZZK3+8ff/xRhw8fdtn22Wef6e677zY1TlyaGe/d0aNHF3nc0aNHFRUVVUFRW5cZn4my5lVvZ8ZzWZnfm5VVad9HSUlJRaa2HjlyxCveI5Xp3LOynG9WpvNLS59TVvh10lGhvv32WyM0NNTYs2ePYRiGsWzZMpd70T3wwAPG4MGDne23bt1qVK1a1di8ebNhGIbx888/Gw0bNjSeeuop9wdfDqXt90WPP/648eSTT7o11opU2n4/88wzRq1atYyDBw8ahmEYGRkZxh/+8Afj0UcfdX/w5VDafqemphpDhgxxrq9evdpo2LChz9+P2MrMeO/GxMQYa9asca6/+uqrhs1m84pb1JSXGZ+JKx3TV5nxXFbm92ZlVdr3UZcuXYzZs2c71z/66CPD39/f2LBhg3sDL4PKdO5ZWc43K9P5pZXPKQMqvpRHRWrXrp2WLFmigQMHqmrVqvL399eHH36o0NBQSdK5c+f066+/Otu3aNFCq1at0siRIxUYGKjz58/roYce0rhx4zzVhTIpbb+lCxdAeOONN/T55597IuQKUdp+P/bYY/Lz89Mf//hHhYSEyG636+GHH9akSZM81YUyKW2/r7/+er3++uu64YYbFB4ersjISG3atMnZHu5nxns3OTlZs2bN0syZM+VwOBQUFKT169d7xS1qysuMz8SVjumrzHguK/N7s7Iq7fto/PjxmjNnjlasWKGCggIVFhZq5cqV6t69u6e6UGKV6dyzspxvVqbzSyufU/oZhsWv9Q8AAAAAgBfjN94AAAAAAJiIwhsAAAAAABNReAMAAAAAYCIKbwAAAAAATEThDQAAAACAiSi8AQAAAAAwEYU3AAAAAAAmovAGAAAAAMBEFN4AAAAAAJiIwhsAAAAAABNReAMAAAAAYCIKbwAAAAAATEThDQAAAACAiSi8AQAAAAAwEYU3AAAAAAAmovAGAAAAAMBEFN4AAAAAAJiIwhsAAAAAABNReAMAAAAAYCIKbwAAAAA+5f3335efn1+xyz333FOidn5+fvrHP/5xyb9x9OhR+fn56dVXX3Vuy83Nlb+/v2bOnHnZ+AoLC1W9enWNGzeu/J2FVwjwdAAAAAAAUJHS09MlSWvWrFGdOnVc9kVGRpaonSQ1b978kn+jWrVq+vrrrxUXF+fclpaWJsMw1LZt28vGt2PHDp05c+aK7eA7KLwBAAAA+JT09HSFhYXp9ttvl5+fX7nbFSc8PFwdOnRw2ZaWlqYqVaqoVatWl33s5s2bJYnCuxJhqjkqBYfD4ekQAAAAUEL//Oc/1bJlS4WEhCgkJER9+/ZVVlZWiR+/ZcsWtWzZ8orFdEnbFSchIUG33HKLy7bvvvtO1157rapVq+bc9uqrr+r6669XcHCw4uLi9OGHH2rz5s2qWbOmGjZs6PL4L774QgkJCQoPD1fNmjV12223ad++faWODdZD4Q3LKW+iTUhIUOfOnfWvf/1LN910k6pWraqRI0dKuvDt4n333aeYmBhVrVpVderU0V133aX9+/e7HKNbt27q2rWrPv30U/Xo0UPVq1dXRESEnnrqKZd2u3fv1v3336+YmBjZbDbVrVtXCQkJ2rNnT/mfCACoYOXNrwDgDn/961/14IMP6r777tOaNWs0ceJEffDBBxoyZEiJHv/zzz/r0KFDuv7663X+/HmXxTCMErX7fdvifP/992rTpo3LtrS0NJdR7EcffVSPPPKI/vjHP+rf//63Ro4cqSFDhujf//63brzxRpfHTp06VV26dFFUVJTeeustLVy4UJmZmerevbtOnz5dor7DwgzAQh5++GGjWrVqRnJysvHRRx8ZTz/9tFGlShWjZ8+eJT5GrVq1jMjISKNJkybGa6+9ZmzcuNH4z3/+YxiGYcyfP99ITk42Vq9ebXz66afG66+/bjRv3txo0aKFyzFq1qxpxMTEGK1atTKWLl1qfPzxx8Y999xjSDI2bdpkGIZh7N2716hevbpx++23G++++67x6aefGm+99Zbx5z//2cjMzKy4JwUAKkBF5FcAMNvrr79u+Pv7G59//rnL9vvvv9/w8/MzTp48ecVjfPTRR4akYpeL54RXaifJ2L59u2EYhlFYWGiEhoYaWVlZzsdmZGQYkoxly5Y5tx07dsyQZMydO9cwDMN45513DEnG8uXLXeJ75plnDEnGE0884dy2du1aQ5Lx/PPPu7Tdu3evIcl4/fXXr9hvWBu/8YZlvPHGG5o/f74+/fRTderUSZLUs2dP7dmzR6+//rpeeuklTZw4UZKUn58vwzBks9kkSe3atdMnn3yigwcP6vjx42rUqJHS0tIUGhrq8jceeugh578LCwtVWFioc+fO6S9/+YtOnjypGjVq6MCBAzpx4oQaNGigL7/80vk3mjZtqhUrVmjnzp3q0qWL3njjDRUWFmr16tXy9//f5JEBAwaY+jwBQGldKb/m5uYqPDxcdrtdU6dO1QcffKCjR4/qqquuUs+ePfXEE08oOjraw70AUBkkJyfrrrvucuaqi5o0aSLDMJSXl6fw8PDLHmPLli2SpFWrVql+/fou+66//voi7VauXKmoqKgix7l4YbWMjAzZbDZFREQUeWzr1q2d27777jtJco5kT58+XW3bttV9991X7HF/O+L95JNPqmHDhho9erTOnz/v3B4bG6uqVavqwIEDl+0zrI/CG5ZxpUR77733avTo0ZIuFNDVq1fXiy++6NL2YhJ89tlnixTdhmHo3Xff1dy5c7V7925lZ2c7pxD5+/uratWqkv53dcunnnrKWXRLF6YjSf+7EmatWrWUl5enoUOH6qGHHlKHDh1UpUqVCnkuAKAileREtrCwUPHx8WrRooXef/99xcTE6NixY1q4cKG2bdtG4Q3AdLt379auXbs0fvz4IvsOHz6s0NBQ1a1bV/Pnz9eKFSsUGBiob7/9VpGRkXr77bedBW16erqqVaumO+64w2Vw5PfS09MVHBysO+6445LncDt37lTr1q11/vx5Va9eXU2bNtWWLVucf6NZs2bOtmlpaQoKClKLFi2UnZ2trVu3FntbscOHD0v634XVsrOz9f3330uSy7nnb9WoUeOS/YB3oPCGJZQ00V70ww8/aMSIEUXapqeny2azqU+fPkX2PfTQQ1q8eLGGDx+uRx55RLVr15bNZtNf/vIXnT171pnoLh6jR48eRY4tyXmVyhEjRujMmTNavHixli5dqtq1a+tPf/qTpk+frrCwsLI/GQBQgUqaXx988EFFRUVp6dKlzosM1a5dW0lJSe4OGUAl9dVXX0lSkS/6CgsLtW7dOv3xj3+Uv7+/tm/fru+++05vv/22unXrphEjRmjSpElauXKlpAvnbDfccMNli+6L7eLi4i47cNK8eXM99dRTysjI0Ny5c53bt2zZUuRvpKWlqUWLFrLZbM7iul69ekWO+eabbyoiIsI5Gp+ZmSlJmjlzZpEvSC/6/UXY4H24uBosoaSJVrowcr19+3a1aNGiyHG2bNmiFi1aOEevL9qzZ48WLlyoZ555RnPmzNEf//hHdezYUTExMdqxY4fLVJ+LxwgKCnI5RlpammrVquWMMSAgQOPHj9euXbuUmZmpESNGaPbs2UpOTi7/EwIAFaQk+fXYsWNatmyZnn766TJd2RcAKsLFqdq/v4r3jBkz9NNPP2nUqFGSpO3bt2vSpEm69dZbFRgYqEGDBmnv3r2SpNzcXB04cKDIRc9+72K7li1bXjGuH374oUi79PR0l2nmF+O/eE5Zu3ZtZ6y/9c477+irr75yOff8wx/+IEny8/PTjTfeWOxSs2bNK8YJa2PEG5bw20TbtWtX5/bfJ1pJ2r9/vxwOh6677roix0lPT1f//v2LbD948KCk//2m5qKLv6P5bfL7/vvvdffddxc5xpYtWy6ZxOvXr6+JEydqxowZLr/LAQBPK0l+/eSTTxQbG6sbbrhBknT+/HldffXVOnfunAoKCnT8+HEFBwd7InwAlcjmzZsVFRWliRMnKigoSHXr1tV7772n+fPnKzU11Tk1e8eOHfrHP/7hfFxOTo5q1aol6cK5oGEYRYri37vYrlq1avrmm2+K7L/66qudv/veunWrEhMTnfsOHz6snJwcl/PCrKwsZWVlOWOMjo5W27ZtNXPmTNWuXVstWrTQZ599ppdeekmS6/27GzZsqK5du2rSpEk6ffq02rdvL8MwlJWVpY0bN2rIkCGKj48vzVMJC6LwhiWUNNFKF5JfkyZNivwG5mIS/P2tGSQ5b58zefJk+fn56ezZs3r11Vf1448/SvrfxS0yMzN17NixIsc4f/68tm7dqrFjx0qSEhMTlZubq549eyo6OlrHjh3TnDlzFBQUpOHDh1focwMA5VGS/Prll1+6TIcMCAjQTz/9pH//+98aO3YsRTcA0zkcDm3btk1PPPGEatasqcmTJysnJ0fXXXedli9frnvvvVfShSL72LFjqlOnjvOxq1atUu/evSX976eBJSm8JWn27NmaPXt2kf0LFy7Ugw8+qPz8fO3du7fYi7Jd7sJqfn5+evvtt/Xwww9r4sSJCggIUOfOnZWamqoHH3ywyLnm6tWr9eyzz2rp0qV6+umnVbVqVUVHR+uWW25xfikKL+epy6kDF507d84IDAw0pkyZYsyaNcuoX7++ERQUZLRq1cr45z//WaT9k08+aQwYMKDI9tWrVxuSjK1btxb7d9atW2c0a9bMsNlsRvPmzY2XXnrJePrppw1/f3/j1KlTlz3G1q1bDUnGypUrDcMwjJdfftno3LmzUadOHcNmsxmxsbHGsGHDjP3795f36QCAClPS/LpixQojOjraKCwsdHn8s88+a9x7773uDhtAJfTNN98Ykox169Zdtt2GDRuMKlWqGK+++qqRn59vLFy40LjmmmtKdJuxsjh+/LgRGBho/PLLL6YcH5WHn2Fc4c7wgMm+/fZbdejQQevWrdNtt912xfZ33XWX2rVrxwV/AOAKSppf7Xa7mjVrpgceeEBJSUmqVq2aduzYoYceeki33367nnjiCTdGDaAymjNnjkaNGqXs7GyXC+r+3ksvvaQdO3bowIED2rx5s9q0aaMFCxaocePGpsX2wAMP6N1339W1116rzZs3m/Z34NuYag6P+/3UnCv54Ycf9Je//MXMkADAJ5Q0v4aFhWn9+vUaN26crrnmGgUGBio2Nlb33Xefhg0b5o5QAVRy3333naKioi5bdEsXLlZ24403asGCBW6KTFq8eLEWL17str8H30ThDY8raaK9aP/+/SZHBAC+oTT59brrrtMHH3zghqgAoKglS5aUqN327ds1ePBgk6MBKh5TzQEAAAB4hfDwcO3du7fEAzaAVVB4AwAAAABgIn9PBwAAAAAAgC+j8AYAAAAAwEQ+e3G1wsJCHT16VKGhofLz8/N0OAAsyjAMnTp1SpGRkfL39/3vIsmNAK6EvAgARZU3N/ps4X306FFFRUV5OgwAXiIzM1P169f3dBimIzcCKCnyIgAUVdbc6LOFd2hoqKQLT0xYWJiHowFK7syZM4qMjJR04WSgWrVqHo7It9ntdkVFRTlzhq8jNwLFI/f+D3kR8E3kufIpb2702cL74lShsLAwkii8SpUqVZz/DgsLIym6SWWZXkhuBIpH7i2KvAj4FvJcxShrbvT9H+4AAAAAAOBBFN4AAAAAAJiIwhsAAAAAABNReAMAAAAAYCKPFd75+flKSkpSQECAMjIynNvPnz+vhQsXqmvXrurWrZvatGmjYcOGKScnx1OhAgAAAABQZh4pvDMyMtSlSxcdPXpUBQUFLvuys7M1atQovfTSS/rkk0/01VdfKTMzU3fffbcnQgUAAAAAoFw8UnifPn1ay5Yt09ChQ4vsCwoK0rBhw9SiRQtJks1m0/Dhw/X555/r6NGj7g4VAAAAAIBy8ch9vOPi4iRJhw8fLrKvTp06euWVV1y2BQcHS7owPR0AAAAAAG/ikcK7tL7++mvdeOONiomJuWQbh8Mhh8PhXLfb7W6IDAAAAACAy7N84X38+HEtXLhQ77333mXbpaSkaNq0aW6KCqg4K/dkuayfy8tz/nvN3mwFh4S47O/XtJ5b4gIAX/X7vCuRewH4Hs4xrcXStxM7f/68BgwYoKeeekrt27e/bNukpCTl5uY6l8zMTDdF6T7r169XfHy8/Pz8dO2118owjGLbPfHEE/Lz81OHDh305ptvlvrvzJkzR82aNbvsDAMAsApyIwC4Ii8C1mPZwruwsFBDhgxRly5dNHz48Cu2t9lsCgsLc1l8Tc+ePbVp0yYFBgZq9+7dWrduXZE2Z86c0WuvvSZJWr58uQYOHFjqv5OYmKgJEyaUO14AcAdyIwC4Ii8C1mPZqeYjR47U1VdfrcmTJ0uSNmzYoAYNGqhBgwYejszzIiMjFRUVpRkzZuj222932bdo0SIlJCRo2bJlHooOADyD3AgzFTc9/XKYsgkrIC8C1mHJEe8JEyZo165duvfee5WWlqa0tDS9/fbbOnTokKdDs4xx48bps88+03fffefcVlhYqLfeekuDBg0q0v6FF17Q9ddfr/bt26tDhw7auHGjy/733ntPTZs2VYcOHTRw4EDl5OQUOcY333yjzp076+abb9ZNN92k6dOnF7kPOwB4ErkRAFyRFwFr8MiId35+vhISEnTy5ElJ0oABAxQVFaUVK1Zox44deu655yRJbdu2dXlcWabAlJRhGMr7zQUH3CkkJER+fn6leswdd9yhxo0b64UXXtDy5cslSatWrVKvXr1ks9lc2i5YsECzZs1SWlqa6tatq48++ki9e/fWrl27FBsbq4MHD+qee+7Rm2++qf79++v48ePq0qWLyzFycnJ06623avny5erdu7dOnz6tzp07KzAwkClGgI/ytrwokRsBmM/bciN5EbAGjxTeQUFB2rRpU7H7rrvuukteAMJMeXl5ql69utv/riSdPn1a1apVK9Vj/P39NWbMGI0aNUoZGRmKiYnR3Llz9c9//lPbt293aZucnKwhQ4aobt26kqSEhAQ1a9ZMM2bM0CuvvKJ58+YpIiJC/fv3lyTVqlVL/fr1c5l6NGfOHEVFRal3796SpOrVq2vQoEF66aWXSKKAj/K2vCiRGwFf9Pbbb2vhwoUqKCiQ3W5XdHS0UlNTXX5+OH/+fM2fP19Vq1ZVjRo1tGDBAl199dWmxONtuZG8CFiDZX/jjSsbMmSIJk+erFmzZum+++5T48aNVatWLZc2p06d0qFDh9S4cWOX7Y0aNXIm2927dxf57Xx0dLTL+vbt25WVlaX4+HjnttOnTyswMFC//vqrAgMDK7Bn3q20vwMEULHIjYBvGTx4sNatW6eEhAQVFhZq2LBh6tWrl3744QcFBwdr5cqVmjJlin744QfVqVNHTz31lPr27astW7bI39+Sv6p0O/Ii4HkU3v8nJCREp0+f9tjfLuvjHn74Yc2aNUu7d+/WSy+9VKTN5WYPXJyqZBhGiaYtxcXFXXKmAgDf44158eJjyY2A77jzzjuVkJAg6cLobWJiopYsWaL09HTdfPPNzlHaOnXqSJJGjx6t6dOn6/3331ffvn0rPB5vzI3kRcDz+Brw//j5+alatWoeWcryO8aLEhMTnd8eNm3atMj+sLAwRUdHa9++fS7bf/zxR8XFxUmSmjdvrv3797vs//2F7K6//nrt27dPhYWFzm05OTlKTEwsc+wArM1b86JEbgR8yYoVK1zWg4ODJV24ZtCJEyeUnp7ucl2g8PBwNWnSRBs2bDAlHm/NjeRFwLMovL1c3bp1tWLFCqWmpl6yzcSJE7VkyRL99NNPkqSPPvpIu3fv1rhx4yRJw4cPV3Z2tt59911J0s8//+y8+MZFiYmJysvL08KFCyVd+MZz+vTpql27thndAoByITcCvuvrr79WZGSkOnbsqAMHDkiSIiIiXNpEREQ49+EC8iLgWUw19yKbN2/W448/ruzsbMXHx2vp0qWKjo52uS/jggULNHfuXEkXrhY/fvx4PfTQQ7Lb7erRo4eqVq0qPz8/vf/++4qNjZUkXXPNNVqxYoUee+wxPf/884qMjNTgwYOVkpKi+Ph4rVu3TrVr19b69es1duxYzZs3T9WqVVPnzp01adIkjzwXAHARuRGoPBwOh1JTUzV79mwFBgY6ry7++6tz22y2S1553OFwyOFwONftdrt5AXsIedE3cR0h7+ZneOIS4m5gt9sVHh6u3NxchYWFeTocVCLlTYrn8vI0qHUjSdIb6T8q+He/5+rXtF65jg9XlS1XVLb+AsUpLk9fKfeWljfnaivniQceeECRkZF65plnJElbtmzRjTfeqM8//1ydOnVytuvevbuqVaum9957r8gxpk6dqmnTphXZbsX+Ar/FOaZnlTc3MtUcAAAAljdhwgQFBAQoOTnZue3iFbazs7Nd2mZnZxe5+vZFSUlJys3NdS6ZmZnmBQ0A/4fCGwAAAJb23HPPKSMjQwsWLJCfn5+2bNmiLVu2qGbNmmrVqpXS0tKcbe12u/bu3asePXoUeyybzaawsDCXBQDMRuENAAAAy5o3b56WLVum0aNHKz09XWlpaVq7dq22bdsmSZo0aZKWLFmiY8eOSZJmz56tuLg49enTx5NhA4ALLq4GABbx9ttva+HChSooKJDdbld0dLRSU1NdpkvOnz9f8+fPV9WqVVWjRg0tWLBAV199tQejBgDznDp1SiNHjlRhYaFuvvlml32LFi2SJPXr1085OTm69dZbFRwcrJo1a2rt2rXy92d8CYB1UHgDgEUMHjxY69atU0JCggoLCzVs2DD16tVLP/zwg4KDg7Vy5UpNmTJFP/zwg+rUqaOnnnpKffv21ZYtWzjBBOCTQkNDVVBQcMV2I0aM0IgRI9wQEQCUDWdqAGARd955pxISEiRJ/v7+SkxM1L59+5Seni5JSk5O1pAhQ1SnTh1J0ujRo7V9+3a9//77HosZAAAAV0bhDQAWsWLFCpf14OBgSVJ+fr5OnDih9PR0tW3b1rk/PDxcTZo00YYNG9waJwAAAEqHqeYAYFFff/21IiMj1bFjR/3www+SpIiICJc2EREROnDgwCWP4XA45HA4nOt2u92cYAEAAHBJjHgDgAU5HA6lpqZq9uzZCgwMVF5enqQLt8H5LZvN5txXnJSUFIWHhzuXqKgoU+MGAABAUYx4A15m5Z6sUrXv17SeSZHATMOHD9fdd9+t/v37S5JCQkIkyWX0+uJ6tWrVLnmcpKQkjR071rlut9spvgEAQBGcY5qLwhsALGbChAkKCAhQcnKyc9vFW4plZ2e7tM3OzlbPnj0veSybzVZklBwAAADuxVRzALCQ5557ThkZGVqwYIH8/Py0ZcsWbdmyRTVr1lSrVq2UlpbmbGu327V371716NHDgxEDAADgSii8AcAi5s2bp2XLlmn06NFKT09XWlqa1q5dq23btkmSJk2apCVLlujYsWOSpNmzZysuLk59+vTxZNgAAAC4AqaaA4AFnDp1SiNHjlRhYaFuvvlml32LFi2SJPXr1085OTm69dZbFRwcrJo1a2rt2rXy9+c7VAAAACuj8AYACwgNDVVBQcEV240YMUIjRoxwQ0QAAACoKAyTAAAAAABgIgpvAAAAAABMROENAAAAAICJKLwBAAAAADARhTcAAAAAACbyWOGdn5+vpKQkBQQEKCMjo8j++fPnq3Xr1urYsaNuu+02HTlyxP1BAgAAAABQTh4pvDMyMtSlSxcdPXq02NvnrFy5UlOmTNEHH3ygL7/8Uu3bt1ffvn1VWFjogWgBAAAAACg7j9zH+/Tp01q2bJkOHz6spUuXFtmfnJysIUOGqE6dOpKk0aNHa/r06Xr//ffVt29fd4cLAAAsbOWeLE+HAADAZXlkxDsuLk6NGjUqdt+JEyeUnp6utm3bOreFh4erSZMm2rBhg7tCBAAAAACgQnhkxPtyDhw4IEmKiIhw2R4REeHcVxyHwyGHw+Fct9vt5gQIAAAAAEApWO6q5nl5eZIkm83mst1mszn3FSclJUXh4eHOJSoqytQ4AQAAAAAoCcuNeIeEhEiSy+j1xfVq1apd8nFJSUkaO3asc91ut1N8o0Lw20EAAAAA5WG5wrtBgwaSpOzsbJft2dnZ6tmz5yUfZ7PZioySAwAAAADgaZabal6zZk21atVKaWlpzm12u1179+5Vjx49PBgZAAAAAAClZ7nCW5ImTZqkJUuW6NixY5Kk2bNnKy4uTn369PFwZAAAAAAAlI5Hpprn5+crISFBJ0+elCQNGDBAUVFRWrFihSSpX79+ysnJ0a233qrg4GDVrFlTa9eulb+/Jb8nAAAAAADgkjxSeAcFBWnTpk2XbTNixAiNGDHCPQEBAAAAAGAShpABAAAAADCR5a5qDgAAAAC+jlvWVi6MeAMAAAAAYCIKbwAAAAAATEThDQAAAACAiSi8AQAAAAAwEYU3AAAAAAAm4qrmAAAAFay0Vyvu17SeSZEAAKyAEW8AAAAAAExE4Q0AAAAAgIkovAEAAAAAMBGFNwAAAAAAJqLwBgAAAADARBTeAAAAAACYiMIbAAAAAAATUXgDAAAAAGCiAE8HAAAAAFxOfn6+pkyZotTUVP3444+KiYlx7nvggQe0e/duBQcHO7c1bdpU8+fP90CkAFA8Cm8AAABYVkZGhv70pz+pSZMmKigoKLbN8uXLXYpxALAappoDAADAsk6fPq1ly5Zp6NChng4FAMqMEW8AAABYVlxcnCTp8OHDHo4EAMqOwhsAAABeLSUlRXv27NH58+fVsmVLPfnkk6pbt26xbR0OhxwOh3Pdbre7K0wAlRhTzQEAAOC1mjRpoltuuUWffPKJPvnkEzkcDnXo0EGnT58utn1KSorCw8OdS1RUlJsjBlAZUXgDAADAaz3xxBMaNGiQ/P39FRQUpBdffFGHDh3SW2+9VWz7pKQk5ebmOpfMzEw3RwygMmKqOQBYCLfMAYDyCQsLU+3atbV///5i99tsNtlsNjdHBaCyo/AGAIvgljkAUHqjR4/WSy+95Fx3OBz6+eefmUIOwFKYag4AFsEtcwCg9ObNm6e0tDTn+tNPP63w8HDdc889HowKAFxZesTb4XBowoQJ2rhxo8LDw3Xu3DlNmDBBd911l6dDA4AKxy1zAKCo/Px8JSQk6OTJk5KkAQMGKCoqSitWrJAkzZgxQ2PGjFFAQIDy8vJUq1Ytbdy4UXXq1PFg1ADgytKF99NPP601a9Zo69atCg0N1ffff68OHTpo8+bNatmypafDAwC3K80tcyRumwPA+wUFBWnTpk2X3D9q1CiNGjXKfQEBQBlYuvD+z3/+o7Zt2yo0NFSS1KpVK4WHh+uTTz6h8AZKaOWerFK179e0nkmRoLyaNGmia665Rn//+991/vx5/fWvf1WHDh20bds2Va9evdjHpKSkaNq0aW6OFAAAAL9l6cK7f//+euKJJ3T48GHVr19fH374oY4dO3bZ0R0A8FVPPPGE898Xb5lTs2ZNvfXWW/p//+//FfuYpKQkjR071rlut9u54BAAACg3BndKx9KF9wMPPKDTp08rLi5O9erV0549e9S/f38ulgEAuvItcyRumwMAAGAFlr6q+fz58/X8889ry5Yt2rVrl77//nt16tRJAQFFvy9wOByy2+0uCwD4ktGjR7usc8scAAAA72DZwtswDE2YMEHDhw9Xw4YNJUktW7bU2rVrlZKSUqR9SkqKwsPDnQsnogB8DbfMAQAA8E6WLbyPHTumkydPKiYmxmV7bGys3nnnnSLtk5KSlJub61wyMzPdFCkAVIz8/HzFx8fr0UcflXThljm/Laov3jKna9euat++vdLT07llDgAAgBew7G+8a9WqJZvNpqws1x/tZ2VlqWrVqkXa8ztGAN6OW+YAAAD4JsuOePv7+2vIkCFauHChTpw4IUlKT0/X+vXrde+993o4OgAAAAAASsayI96SNHPmTE2dOlXdu3dXSEiITp06pWeffVaPPPKIp0MDAAAAAKBELF14h4SE6Pnnn/d0GAAAAAAAlJllp5oDAAAAAOALKLwBAAAAADARhTcAAAAAACai8AYAAAAAwESWvrgaUNFW7sm6ciMAgEeRqwEAvoYRbwAAAAAATEThDQAAAACAiSi8AQAAAAAwEb/xBgAAAIBy4voUuBxGvAEAAAAAMBGFNwAAAAAAJqLwBgAAAADARBTeAAAAAACYiMIbAAAAAAATUXgDAAAAAGAiCm8AAAAAAExE4Q0AAAAAgIkovAEAAAAAMBGFNwAAAAAAJqLwBgAAAADARBTeAAAAAACYiMIbAAAAAAATUXgDAAAAAGAiCm8AAAAAAExE4Q0AAAAAgIkovAEAAAAAMJHlC++DBw/qvvvuU7du3dSiRQu1adNGGzdu9HRYAAAAAACUiKUL7+PHj6tr16566KGH9Mknn2jr1q1q1KiRduzY4enQAAAAAAAokQBPB3A5zz//vNq1a6fu3btLkvz8/JSamqrCwkIPRwYAAAAAQMlYesT73XffVZcuXVy2RUdHKyYmxjMBAQAAAABQSpYtvM+cOaMDBw6osLBQgwYNUseOHdWzZ0+98847ng4NAAAAAIASs+xU85MnT0qSJk2apI8//litW7fW5s2b1aVLFxUUFOi+++5zae9wOORwOJzrdrvdneECAAAAAFAsy454+/tfCK1v375q3bq1JKldu3a66667NHPmzCLtU1JSFB4e7lyioqLcGi8AAADMkZ+fr6SkJAUEBCgjI6PI/vnz56t169bq2LGjbrvtNh05csT9QQLAZVi28K5du7ZsNpvq16/vsv2aa67Rf//73yLtk5KSlJub61wyMzPdFSoAAABMkpGRoS5duujo0aMqKCgosn/lypWaMmWKPvjgA3355Zdq3769+vbty8V4AViKZQvvgIAA3XTTTcrKynLZ/tNPPyk6OrpIe5vNprCwMJcFAAAA3u306dNatmyZhg4dWuz+5ORkDRkyRHXq1JEkjR49Wtu3b9f777/vzjAB4LIsW3hL0vjx47V69WrnCPfBgwe1atUqPfLIIx6ODAAAAO4QFxenRo0aFbvvxIkTSk9PV9u2bZ3bwsPD1aRJE23YsMFdIQLAFVn24mqS1KtXL82ZM0f9+/dXSEiIzp8/rxdeeEH333+/p0MDAACAhx04cECSFBER4bI9IiLCue/3uCAvAE+w9Ii3JA0ePFjp6en64osv9M0332jYsGGeDgkATMMFhACg5PLy8iRd+Mnhb9lsNue+3+OCvAA8wfKFNwBUFlxACABKJyQkRJJcRrAvrl/c93tckBeAJ1B4A4BFcAEhACidBg0aSJKys7NdtmdnZzv3/R4X5AXgCRTeAGARXEAIAEqnZs2aatWqldLS0pzb7Ha79u7dqx49engwMgBwReENAF6gLBcQki5Mt7Tb7S4LAPiSSZMmacmSJTp27Jgkafbs2YqLi1OfPn08HBkA/I+lr2oOALigLBcQki5cRGjatGmmxgYAZsrPz1dCQoJOnjwpSRowYICioqK0YsUKSVK/fv2Uk5OjW2+9VcHBwapZs6bWrl0rf3/GlwBYB4U3AHiBy11AqFq1apd8XFJSksaOHetct9vtXMEXgFcJCgrSpk2bLttmxIgRGjFihHsCAoAyoPAGAC9wuQsI9ezZ85KPs9lsRUbJAQAA4F4U3gBcrNyTVar2/ZrWMykS/NZvLyB09913S/rfBYSee+45D0cHAACAy+HHLwDgJbiAEAAAgHdixBsALIILCAEAAPgmCm94tdJOiwasjAsIAQAA+CaGSQAAAAAAMBEj3gAAAADwO8ysREVixBsAAAAAABNReAMAAAAAYCIKbwAAAAAATMRvvAEAAAAApirtb+b7Na1nUiSeQeENAABMxQWKAACVHVPNAQAAAAAwEYU3AAAAAAAmYqo5AACAh1X23z4CgK9jxBsAAAAAABNReAMAAAAAYCIKbwAAAAAATEThDQAAAACAiSi8AQAAAAAwkVcU3i+//LL8/Py0adMmT4cCAAAAAECpWL7wPnr0qGbMmOHpMAAAAAAAKBPLF96jRo1SUlKSp8MAAAAAAKBMLF14r127VoGBgerVq5enQwEAAAAAoEwCPB3ApZw5c0YTJ07Uhx9+KIfD4elwAAAAAAAoE8sW3pMnT9aIESNUr149ZWRkXLG9w+FwKdDtdruJ0QEAAAAAUDKWnGr+/fff69tvv9WIESNK/JiUlBSFh4c7l6ioKBMjBAAAAACgZCw54r1u3TqdPXtW3bp1kySdO3dOkvToo4+qRo0aWrhwoRo1auTymKSkJI0dO9a5brfbKb4BAAAAAB5nycJ78uTJmjx5snM9IyNDsbGxmjVrluLj44t9jM1mk81mc1OEAAAAAACUjCWnmgMAAAAA4CssX3g/+uijGjBgQJF/AwAAAADgDSw51fy3Zs2a5ekQAAAAAAAoM8uPeAMAAAAA4M0ovAEAAAAAMBGFNwAAAAAAJqLwBgAAAADARBTeAAAAAACYiMIbAAAAAAATUXgDAAAAAGAiy9/HG5XLyj1Zng4BAAAAACoUI94AAAAAAJiIwhsAAAAAABMx1RwAAABea+rUqVq9erVq1Kjh3BYeHq41a9Z4LigA+B0KbwAAAHi1WbNmKT4+3tNhAMAlMdUcAAAAAAATMeINAF6C6ZQAAJQNd86Bp1F4A4AXYTolABT12muvaerUqfr111/VqFEjPfnkk2rYsGGxbR0OhxwOh3Pdbre7K0wAlRhTzQEAAOC1oqOj1apVK23YsEGff/65YmNj1aZNGx05cqTY9ikpKQoPD3cuUVFRbo4YQGVE4Q0AAACvNWzYMI0ZM0YBAQHy9/fX5MmTFRwcrLlz5xbbPikpSbm5uc4lMzPTzREDqIyYag4AXqQ00yklplQCqHyqVKmimJgY7d+/v9j9NptNNpvNzVEBqOwovAHAS0RHRys8PFyvvfaa/P399dRTT6lNmzbasWOHrr766mIfk5KSomnTprk5Uvg6LlIEKxk9erReeukll21Hjx5V586dPRQRABRF4Q2gXEp7At6vaT2TIvF9w4YNc1mfPHmy5s2bp7lz5yo5ObnYxyQlJWns2LHOdbvdzu8ZAfiU9957T927d9cdd9whSVq4cKFycnKK5EwA8CQKbwDwUleaTikxpRKA70tOTtasWbM0c+ZMORwOBQUFaf369br22ms9HRoAOFF4A4CXYDolABQ1cOBADRw40NNhAMBlcVVzAPAS7733nt577z3nOtMpAQAAvAMj3gDgJZhOCQAA4J0ovAHASzCdEgAAwDsx1RwAAAAAABNZesT77bff1sKFC1VQUCC73a7o6GilpqaqQYMGng4NAAAAAIASsfSI9+DBg/W3v/1NH3/8sb799luFhoaqV69eOnfunKdDAwAAAACgRCxdeN95551KSEiQJPn7+ysxMVH79u1Tenq6hyMDAAAAAKBkLF14r1ixwmU9ODhYkpSfn++JcAAAAAAAKDVLF96/9/XXXysyMlIdO3b0dCgAAAAAAJSIpS+u9lsOh0OpqamaPXu2AgMDi93vcDic63a73Z3hAQAAAABQLK8Z8R4+fLjuvvtu9e/fv9j9KSkpCg8Pdy5RUVFujhAAAAAAgKK8ovCeMGGCAgIClJycfMk2SUlJys3NdS6ZmZlujBAAAAAAgOJZfqr5c889p4yMDL355pvy8/PTli1bJElt2rRxaWez2WSz2TwRIgAAAAAAl2TpwnvevHlatmyZXn31VectxNatW6eYmJgihTcAAAAAwDes3JNVqvb9mtYzKZKKYdnC+9SpUxo5cqQKCwt18803u+xbtGiRh6JCaZX2AwMAAABcCeeY8DaWLbxDQ0NVUFDg6TAAAAAAACgXr7i4GgAAAAAA3orCGwAAAAAAE1F4AwAAAABgIsv+xhsAALgHFykCAMBcjHgDAAAAAGAiCm8AAAAAAExE4Q0AAAAAgIkovAEAAAAAMBGFNwAAAAAAJqLwBgAAAADARBTeAAAAAACYiMIbAAAAAAATUXgDAAAAAGAiCm8AAAAAAEwU4OkA4F1W7snydAjwcqV9D/VrWs+kSAAAgFVwjglfR+ENAADgZfgSEwC8C1PNAQAAAAAwESPeAAD4GKZsAgBgLYx4AwAAAABgIgpvAAAAAABMROENAAAAAICJKLwBAAAAADARhTcAAAAAACbiquYAAAAAKhR3VwBcUXhXciRFAAAAADAXU80BAAAAADARI94AAFgcs5MAALi8svxf2a9pPRMiKZ7lC+9Vq1YpOTlZVatWlb+/v+bOnavrrrvO02EBgMeQFwGgKHKjufgCECgfSxfemzdv1p///GelpaWpadOmWrp0qW699Vbt2rVLoaGhng4PANyOvAgARZEbAVidpQvv5557Tn369FHTpk0lSYMHD9bjjz+uJUuWKDEx0cPRWRPfRsLXlPY97c4pQ55AXvQN5GqgYpEbAVidpQvvjz/+WJMmTXKu+/v7q02bNtqwYUOlSaKcnAH4LfIiABRFbiw9zjEB97Js4f3zzz8rNzdXERERLtsjIiL03XffFWnvcDjkcDic67m5uZIku91uWozv7cs27diovM7l5Tn/nXf6lAoLCzwYjfex26uVsv2FHGEYhhnhVKjS5kXJM7nRasjVKAlfz72lyY3elBcl7zhnLAtyFyqar+e5snBnbrRs4Z33f28Mm83mst1mszn3/VZKSoqmTZtWZHtUVJQ5AQJu8P9uaeXpECqNU6dOKTw83NNhXFZp86JEbgTKgtx7gTfkRYlzRqAsyHNlV9bcaNnCOyQkRJJcvpG8uH5x328lJSVp7NixzvXCwkL98ssvuuqqq+Tn51eiv2m32xUVFaXMzEyFhYWVI3rPoQ/WQB+soSR9MAxDp06dUmRkpJujK73S5kWpYnJjRfOF95Y78DyVDM9TyZTmefKmvCi555yR91nF4bmsGDyPFaekz2V5c6NlC++rrrpK4eHhys52nWaTnZ2tBg0aFGlvs9mKfNNZo0aNMv3tsLAwr38D0wdroA/WcKU+eMOIjlT6vChVbG6saL7w3nIHnqeS4XkqmZI+T96SFyX3njPyPqs4PJcVg+ex4pTkuSxPbvQv8yPdoFu3bkpLS3OuG4ah9PR09ejRw4NRAYDnkBcBoChyIwCrs3ThPWHCBL3//vvau3evJOmNN95QlSpVNGTIEA9HBgCeQV4EgKLIjQCszrJTzSWpXbt2WrJkiQYOHKiqVavK399fH374oUJDQ035ezabTVOmTCky/cib0AdroA/W4At9+D1350Uz+OLrYgaep5LheSoZX3+ezM6Nvv78uRPPZcXgeaw47nou/QxvuVcEAAAAAABeyNJTzQEAAAAA8HYU3gAAAAAAmIjCGwAAAAAAE/l84b1q1SrdeOON6ty5s7p06aIdO3Zcsm18fHyRJS4uTtHR0c42U6dO1Q033ODS5s4777RMHwzD0NNPP62WLVuqS5cuuvHGG7VgwYJyHbMiVHQfvOF1mDdvntq3b6+OHTuqdevWevfdd8t1zIpQ0X3wxOuQn5+vpKQkBQQEKCMj44rtv/jiC3Xo0EFdunRRhw4d9Pnnnxdp4+7XwRf5wmfcHXwhj5jNF/KUO5ALy4+8VTHIaxWH/FcxLJsfDR/27bffGtWrVzd2795tGIZhLFmyxLj66qsNu91ebPsuXboU2TZu3Djjb3/7m3N9ypQpxsaNG80It1il7cPChQuNsLAw4/Dhw4ZhGMahQ4eMsLAwY926dWU+phX7YPXX4ZVXXjHq1Knj7MPWrVuN4OBg44svvijzMa3YB3e/Dv/973+NDh06GH/+858NScZ///vfy7bPyMgwwsLCnDFu2rTJCAsLMzIyMpxt3P06+CJf+Iy7gy/kEbP5Qp5yB3Jh+ZG3KgZ5reKQ/yqGlfOjTxfe/fr1M+69917nekFBgVG3bl3j5ZdfLrb9gQMHXNbPnz9vREREGDt27HBuc/cbuLR9SExMNNq1a+eyrW3btsYjjzxS5mOWlxl9sPrr0KxZM2PUqFEu2/r06WPccccdZT5meZnRB3e/Dtu2bTP27dtnbNy4sUTJdOzYscW+l8aNG+dcd/fr4It84TPuDr6QR8zmC3nKHciF5UfeqhjktYpD/qsYVs6PPj3V/OOPP1bbtm2d6/7+/mrTpo02bNhQbPvY2FiX9Q8++EDXXHONmjdvbmqcl1PaPtx5553atWuXtm3bJknaunWrtm/frrp165b5mFbsg7uVtg8HDx4sEm9kZKQ+++yzMh+zvMzog7vFxcWpUaNGJW6/YcMGlz5LUtu2bV367O7XwRf5wmfcHXwhj5jNF/KUO5ALy4+8VTHIaxWH/FcxrJwffbbw/vnnn5Wbm6uIiAiX7RERETpw4ECJjrF48WINHTq0yPbXXntN8fHx6tixo4YMGaL9+/dXSMy/V5Y+9OjRQ4sWLVK3bt3UvHlztW7dWu3atdNf//rXMh/Tan24yMqvQ0xMjA4dOuSy7fDhwzp58qTOnDnjFa/Dlfpwkbteh7I4cODAZfvs7tfBF/nCZ9wdfCGPmK2y5il3IBe6Im9VDPJaxSH/eY4786PPFt55eXmSJJvN5rLdZrM5913OiRMntGHDBg0YMMBle3R0tFq1aqUNGzbo888/V2xsrNq0aaMjR45UXPD/pyx9WLdunR566CF98MEH2rlzp/bt26devXopJCSkzMcsDzP6IFn/dRg9erSWL1/u/Gb8008/1aeffipJKigo8IrX4Up9kNz7OpRFXl7eZfvs7tfBF/nCZ9wdfCGPmK2y5il3IBe6Im9VDPJaxSH/eY4786PPFt4XE6HD4XDZ7nA4XJLkpbz11lvq06ePwsPDXbYPGzZMY8aMUUBAgPz9/TV58mQFBwdr7ty5FRf8/ylLHyZOnKh+/fqpTZs2kqQGDRpo3759SkxMLPMxy8OMPkjWfx2GDx+uWbNm6ZFHHlGnTp30+uuva+LEiQoMDFT16tW94nW4Uh8k974OZRESEnLZPrv7dfBFvvAZdwdfyCNmq6x5yh3Iha7IWxWDvFZxyH+e48786LOF91VXXaXw8HBlZ2e7bM/OzlaDBg2u+PjFixdr2LBhV2xXpUoVxcTEmDJtoyx92Ldvn2JiYly2xcbG6p133inzMcvDjD4Ux2qvgyQNHTpUGzdu1BdffKFXX31Vv/76q5o3by5/f3+veB2u1IfimPk6lEWDBg0u22d3vw6+yBc+4+7gC3nEbJU1T7kDudAVeatikNcqDvnPc9yZH3228Jakbt26KS0tzbluGIbS09PVo0ePyz5u165dysnJUbdu3YrsGz16dJFtR48eVVRUVPkDLkZp+3D11VcrKyvLZVtWVpaqVq1a5mOWlxl9sPrr8OOPP+rw4cMu2z777DPdfffdZT5meZnRB3e/DqXVvXt3lz5LUlpamkuf3f06+CJf+Iy7gy/kEbNVxjzlDuTCoshbFYO8VnHIf57h1vxYqmuge5lvv/3WCA0NNfbs2WMYhmEsW7bM5Z5rDzzwgDF48OAij3v88ceNJ598sthjxsTEGGvWrHGuv/rqq4bNZjN27txpQg9K34dnnnnGqFWrlnHw4EHDMC7cm+4Pf/iD8eijj5b4mN7QB6u/DqmpqcaQIUOc66tXrzYaNmzo8hxb/XUoSR/c/TpcdKlbRPy+Dxfvzfjpp58ahmEYn332mREaGlrk3ozufB18kS98xt3BF/KI2XwpT7kDubDsyFsVg7xWcch/FcuK+TGg7N8PWF+7du20ZMkSDRw4UFWrVpW/v78+/PBDhYaGSpLOnTunX3/91eUxBQUFeuONN/T5558Xe8zk5GTNmjVLM2fOlMPhUFBQkNavX69rr73WEn147LHH5Ofnpz/+8Y8KCQmR3W7Xww8/rEmTJpX4mN7QB6u/Dtdff71ef/113XDDDQoPD1dkZKQ2bdrk8hxb/XUoSR/c/Trk5+crISFBJ0+elCQNGDBAUVFRWrFiRbF9uOaaa7Ru3To99thjCgoKksPh0L/+9S9dc801JX5ecGW+8Bl3B1/II2bzhTzlDuTC8iNvVQzyWsUh/1UMK+dHP8MwjPJ3EQAAAAAAFMenf+MNAAAAAICnUXgDAAAAAGAiCm8AAAAAAExE4Q0AAAAAgIkovAEAAAAAMBGFNwAAAAAAJqLwBgAAAADARBTeAAAAAACYiMIbAAAAAAATUXgDAAAAAGAiCm8AAAAAAExE4Q0AAAAAgIkovAEAAAAAMBGFNwAAAAAAJqLwBgAAAADARBTeAAAAAACYiMIbAAAAAAATUXgDAAAAAGAiCm8AAAAAAExE4Q0AAAAAgIkovAEAAAAAMBGFN3zS+fPnlZqaqhYtWqhq1ary8/NzWaKjoz0dIgC4FXkRAMrO4XB4OgR4OQpv+KQHH3xQSUlJ6tGjh1atWqXFixerTp06kqQxY8Zo2rRpHo4QANyLvAjA11XUF4wJCQnq3Lmz/vWvf+mmm25S1apVNXLkSEnSF198oYSEBIWHh6tmzZq67bbbtG/fviLH2L17t+6//37FxMTIZrOpbt26SkhI0J49eyq0z/AeAZ4OAKhob775ppYuXaoFCxbo//2//+fcbhiGhg4dqm7duqlv374ejBAA3Ks0eXHHjh16+OGHtXXrVtWpU0f/+Mc/dMstt3gqdAAosQcffFBvvPGGHnnkET3//PP66aef9PjjjysnJ0djxozR9ddfX6LjfP/99woKCtLYsWM1YcIExcbGqmbNmpo6daqmT5+uBx54QI8++qjOnj2radOmqXv37tq5c6eqV68uSdq3b5/atm2rrl276sUXX1StWrV09OhR/fvf/1a1atXMfApgYRTe8Dnz58/Xtdde63JyKUnXXnutJOmXX37xRFgA4DElzYuFhYW666679OSTT2rQoEGaMWOGXn75ZQpvAJZXUQMvBw8e1PHjx9WoUSOlpaUpNDRUkrRu3TpNmzZNzz//vB577DFn+xYtWqhJkyZas2aNBg0aJEl64403VFhYqNWrV8vf/38TjAcMGFBR3YUXYqo5fMqJEyf0+eefq0+fPkX2HT58WJJUv359SVJSUpImTZrk3L9p0ybdeOON7gkUANykNHnxq6++UlhYmAYPHiw/Pz9J0lVXXeW+YAGgjCpq4GXLli2SpGeffdZZdEvSk08+qYYNG2r06NE6f/68c4mNjVXVqlV14MABZ9tatWopLy9PQ4cO1ZdffqmCgoLydg8+gMIbPiUzM1OGYSgyMrLIvtWrV6tWrVrOkZvt27erRYsWzv0//PBDiacgAYC3KE1e/Oabb3TzzTfr/Pnz2rhxo1588UU9+OCD7g4ZAEqlNF8wxsbGqnr16goMDJTNZlP16tUVERGhwsJCSVJ6erpsNpvLsbKzs/X9999r//79stlsCgwMdFnOnj2rGjVqONuPGDFCzz77rDZv3qxOnTqpXr16Gj16tOx2u4nPAqyOqebwKReT3q5du1y2f/XVV3rrrbc0ZcoUBQRceNtTeAOoDEqTF7du3aoePXrouuuu0969e3XXXXepdevW7g4ZAEqlNF8w/ve//5Uk9erVS/fff79zevhFW7ZscV6c7bfHl6SZM2eqU6dOxcbQsGFD578DAgI0fvx4jR8/XocPH9aCBQs0ffp0BQcH67nnnitfZ+G1KLzhU6Kjo3XLLbdo8eLFio2NVbt27bR582Y988wzSkhI0MSJEyVJZ86cUU5Ojho3bux87LZt23Tfffd5KnQAMEVJ86J0ofAeP368du7cqV27dumee+7RwoULNXz4cA/2AAAurzRfMF60Y8cOxcXFFTlWenq6+vfv77LtD3/4gyTJz8+v1D9LrF+/viZOnKgZM2bo/PnzpXosfAuFN3zOihUr9Oijjyo1NVV5eXlq0qSJpk2bptGjRzsvcLF9+3Y1atRIVapUkSSdOnVK//nPfxjxBuCTSpIX8/PzdejQIV177bWqUqWK4uLi1KJFCxmG4eHoAeDySvMFoyTl5uYqOztbzZo1c9l++PBh5eTkFCmuGzZsqK5du2rSpEk6ffq02rdvL8MwlJWVpY0bN2rIkCGKj4+XJCUmJio3N1c9e/ZUdHS0jh07pjlz5igoKIgvMSs5Cm/4nDp16ujNN9+8bJvt27fryJEjOnLkiEJDQ5WYmCibzeb8RhMAfElJ8uLOnTuVl5enDz/8UL169dInn3yizz77TC+//LKbogSAsivJF4wX7d27Vw0aNJDNZnPZfvHCasWNaq9evVrPPvusli5dqqefflpVq1Z1Fvw33HCDs12zZs309ttv67HHHlNubq4iIyPVtWtXLVq0SA0aNKj4jsNr+Bl8lY1KaMyYMTpy5Ii+++47GYahxx9/XFOmTFFSUpLGjh3r6fAAwO2WLFmiWbNm6dixYzp16pTi4uKUmpqqm2++2dOhAUCF2rRpkxITE/XDDz8UKcoBs1B4o1Lq2bOnxowZU+zVLwGgMho7dqxiYmL0yCOPeDoUADDVqVOn1L17d+3atUs///yzgoKCPB0SKgG+4kGltH37djVt2tTTYQCAZWzdurXI7x0BwBeFhoZq8+bNOnXqFEU33IbCG5XOL7/8ohMnTig2NtbToQCAZWzdupUvJAEAMAlTzQHAAtasWaNXX31VDodDZ8+e1dmzZzV+/Hjde++9Lu3mz5+v+fPnq2rVqqpRo4YWLFigq6++2kNRAwAAoCQY8QYAC/j73/+ue++9V+vXr9cXX3yhqVOn6k9/+pO2bdvmbLNy5UpNmTJFH3zwgb788ku1b99effv2VWFhoQcjB4CKlZ+fr6SkJAUEBCgjI6PEj1u3bp38/Py0ePFi02IDgLIyvfBes2aN+vbtq549e6pTp05q06aN3n777cs+ZvHixWrWrJni4+NdlrNnz5odLgB4RHJysgYOHOhcj4+PV2FhoX788UeXNkOGDFGdOnUkSaNHj9b27dv1/vvvuz1eADBDRkaGunTpoqNHj6qgoKDEjztz5owmTZpkYmQAUD6mF94lGcUpzoQJE7Rp0yaXpWrVqmaHCwAe0aZNGwUEBEiSfv31V6Wmpqp58+bq2bOnJOnEiRNKT09X27ZtnY8JDw9XkyZNtGHDBo/EDAAV7fTp01q2bJmGDh1aqsc9+eSTevjhh02KCgDKL8DsP5CcnKyWLVs61387inP99deb9ncLCwt19OhRhYaGys/Pz7S/A8C7GYahU6dOKTIy0hL38hw5cqTeeOMNXXfddfrwww9VvXp1SdKBAwckSRERES7tIyIinPuK43A45HA4nOuFhYX65ZdfdNVVV5EbARTLk3kxLi5OknT48OESP+b777/X5s2bNWPGDI0YMaLUf5NzRgAlUd7caHrh3aZNG+e/ixvFMcvRo0cVFRVl6t8A4DsyMzNVv359T4ehV155RbNnz9a0adPUsWNHffPNN6pXr57y8vIkSTabzaW9zWZz7itOSkqKpk2bZmrMAHyTVfLi5RQWFmrkyJGaN29eiYvm338heeTIETVv3tysEAH4mLLmRtML74suNYpzKevWrdPSpUuVn5+vyMhIJSUlqVWrVpds//skevFi7ZmZmQoLC6uYTqDczpw5o8jISEkXvhypVq2ahyNCZWe32xUVFaXQ0FBPh+JUpUoVTZ06VYsXL9aLL76o1NRUhYSESJJLnru4frnPUVJSksaOHetcz83NVXR0NLnRZOQ6eDMr5sVLmTNnjjp16qQWLVqU+DGX+kKSvFi5kKdRWuXNjW4rvC81ilOcunXrqnHjxpo6dapsNpsWLVqk9u3b69tvv71k8X2pJBoWFkYStZAqVao4/x0WFkaSg2V4enphfn6+goKCnOv+/v5q3Lixdu7cKUlq0KCBJCk7O9vlcdnZ2ZedQWSz2YqMkkvkRrOR6+ALPJ0Xr+TIkSNauHChvv7661I97vdfSF48mSYvVi7kaZRVWXOjW3+4c3EUxzAMvfjii5ds17t3b6WkpDhPFocOHaqWLVtqxowZl3xMUlKScnNznUtmZmaFxw8AZmndunWRbVlZWc5v42vWrKlWrVopLS3Nud9ut2vv3r3q0aOH2+IEAKv46KOPJEm33Xab8w44kvTss88qPj5eX3zxRbGPs9lsziKbYhuAu5g+4n2lUZySatiwofbv33/J/Zca1QEAb7Bz507961//0m233SZJev3117Vnzx4tWLDA2WbSpEkaOXKkxo0bp9q1a2v27NmKi4tTnz59PBU2AHjM0KFDi1z93M/PTxMmTNADDzzgmaAA4BJML7xbt26t7du3u2zLyspSx44dL/mYpKQkTZ482fmbRunCdCIulgbAV7300ktKTk7Ws88+q4KCAvn5+em9995Tp06dnG369eunnJwc3XrrrQoODlbNmjW1du1aS1yNHQDcYejQoTp//ryWLVvm6VAAoFRML7xLMorz+yT69ddf6x//+IdGjRolSVq/fr2++uor55QiAPA1o0aNcua8yxkxYkSZbpcDAN4gPz9fCQkJOnnypCRpwIABioqK0ooVKyRJ586d06+//lrkcc8++6w++OAD578XL16sTZs2uStsALgi0wvvkozi/D6Jjh8/XnPmzNGKFStUUFCgwsJCrVy5Ut27dzc7XAAAAHhIUFDQZQvmt956q9jtEyZM0IQJE0yKCgDKz/TCuySjOL9Por1791bv3r3NDAsAAAAAALfgh4EAAAAAAJiIwhsAAAAAABOZPtUcldvKPVku6+fy8pz/XrM3W8G/uXK9JPVrWs8tcQFARSLXAYC1lTZPS+RqVCxGvAGU2vr16xUfHy8/Pz9de+21Mgyj2HZPPPGE/Pz81KFDB7355pul/jtz5sxRs2bNFBMTU86IAcB85EYAcEVe/B8KbwCl1rNnT23atEmBgYHavXu31q1bV6TNmTNn9Nprr0mSli9froEDB5b67yQmJnKVWgBeg9wIAK7Ii/9D4Q2gzCIjI9WpUyfNmDGjyL5FixYpISHBA1EBgGeRGwHAFXmRwhtAOY0bN06fffaZvvvuO+e2wsJCvfXWWxo0aFCR9i+88IKuv/56tW/fXh06dNDGjRtd9r/33ntq2rSpOnTooIEDByonJ6fIMb755ht17txZN998s2666SZNnz5dBQUFFd85ACgjciMAuKrseZGLqwEWYhiG8n5zsQ93CgkJkZ+fX6kfd8cdd6hx48Z64YUXtHz5cknSqlWr1KtXL9lsNpe2CxYs0KxZs5SWlqa6devqo48+Uu/evbVr1y7Fxsbq4MGDuueee/Tmm2+qf//+On78uLp06eJyjJycHN16661avny5evfurdOnT6tz584KDAy0/BQjAGVDbiQ3AijKU7mRvFg2jHgDFpKXl6fq1at7ZClr4vb399eYMWP0zjvvKCMjQ5I0d+5cPfzww0XaJicna8iQIapbt64kKSEhQc2aNXNOO5o3b54iIiLUv39/SVKtWrXUr18/l2PMmTNHUVFR6t27tySpevXqGjRokF555ZUyxQ/A+siN5EYARXkqN5IXy4YRbwDlNmTIEE2ePFmzZs3Sfffdp8aNG6tWrVoubU6dOqVDhw6pcePGLtsbNWqk7du3S5J2796tBg0auOyPjo52Wd++fbuysrIUHx/v3Hb69GkFBgbq119/VWBgYAX2DADKjtwIAK4qc16k8AYsJCQkRKdPn/bY3y7PYx9++GHNmjVLu3fv1ksvvVSkzaVuHyHJOV3JMIwSTV2Ki4vTpk2byhwvAO9CbiQ3AijKU7mRvFg2TDUHLMTPz0/VqlXzyFKW3+r8VmJiovPbw6ZNmxbZHxYWpujoaO3bt89l+48//qi4uDhJUvPmzbV//36X/YcOHXJZv/7667Vv3z4VFhY6t+Xk5CgxMbFc8QOwLnIjuRFAUZ7KjeTFsqHwhqWs3JNVqgXWUbduXa1YsUKpqamXbDNx4kQtWbJEP/30kyTpo48+0u7duzVu3DhJ0vDhw5Wdna13331XkvTzzz87L75xUWJiovLy8rRw4UJJF77xnD59umrXrm1GtwCgXMiNgPfivNQclTUvMtUcQKlt3rxZjz/+uLKzsxUfH6+lS5cqOjpat99+u7PNggULNHfuXEnSgAEDNH78eD300P9n787jqqzT/4+/WQ9iSKYoWbiVW8PYKEImKoz7Vk3aYmaaNVP01SRTvkG5ZflFw9QoS81yG8dGJ8sl27BMLQsRJ3O3GBwzUTSFlDzg4f794Y+7joBygLOgr+fjcT/yvu/rvs/1OYfz6b7O514eU35+vnr06KFatWrJy8tL69evV7NmzSRJTZo00cqVK5WQkKCXXnpJjRo10tChQ5WcnKzY2FitW7dOISEh+vTTT/X0009r7ty5ql27trp06aLx48e75b3AlYeDJ1QWfSMA2KNf/I2XcamT6Guw/Px8BQcHKy8vT3Xq1HF3Oletiw9gzxUU6MH2N0uSlmV+r4AqXCMiSQNbXV+l7YGrra+42tpbGdVReF+ur6Pvgie72vqJq629VytnH5NK9O1Xuqr2FZxqDgAAAACAE1F4AwAAAADgRBTeAAAAAAA4EYU3AAAAAABOROENAAAAAIATUXgDAAAAAOBEFN4AAADwGIWFhUpKSpKvr6+ys7MvGZuWlqY777xT3bp10+23365evXppx44drkkUABzg9MJ79erVGjBggHr27KnOnTsrIiJCK1asuOx2W7ZsUceOHRUTE6OOHTtq8+bNzk4VAAAAbpSdna2YmBj99NNPstlsl42Pi4vTHXfcoc8++0xbt25Vx44d1bNnTx0/ftwF2QJAxTm98H7jjTd033336dNPP9WWLVs0efJkPfDAA/ruu+/K3ebQoUPq37+/pk2bpi+++ELTp0/XgAEDdOjQIWenCwAAADc5c+aMli5dqhEjRlQovkOHDnr00UfN+dGjR+vkyZNKS0tzVooAUClOL7ynTp2qIUOGmPOxsbEqLi7W999/X+42qampat26tWJjYyVJMTExatWqlV599VVnpwsAAAA3CQ8P180331zh+HfeeUfe3r8dzgYEBEi6cLo6AHgSX2e/QEREhPnvoqIipaSk6JZbblHPnj3L3SYtLU1dunSxWxYZGcmvlwAAACjX1q1bVatWLQ0YMKDcGKvVKqvVas7n5+e7IjUAVzmnF94lRo4cqWXLlukPf/iDPv74Y11zzTXlxmZlZenee++1WxYaGqqsrKxyt6ETBVDTrVixQgsWLJDNZlN+fr4aN26slJQUNW/eXJL08MMPa9++feaIjiS1atVK8+bNc1fKAOAxDMPQiy++qBdeeEH169cvNy45OVnPP/+8CzMDABfe1XzOnDk6efKkunfvrujoaB09erTc2IKCAlksFrtlFotFBQUF5W6TnJys4OBgcwoLC6u23AHAFYYOHapx48Zpw4YN+uabbxQUFKQ+ffro3LlzZsw777yjjRs3mhNFNwBcMHnyZN1www0aO3bsJeOSkpKUl5dnTocPH3ZRhgCuZi4b8ZYkHx8fTZ48WYsWLdLMmTOVkpJSZlxgYKDd6LV0YUQ7MDCw3H0nJSXp6aefNufz8/MpvgHUKHfddZd69eolSfL29taoUaO0ePFiZWZmqlOnTm7ODgA817x587Rt2za9//77l421WCylBnhQ86zaX/4gHuCJnF54FxYWyt/f35z39vZWixYttGfPnnK3ad68uXJycuyW5eTkmKdbloVOFEBNt3LlSrt5bhIEAJe3fPly/fOf/9QHH3wgf39/ZWVlKSsrSz169HB3agBgcnrh3b59e+3atctu2dGjRxUdHV3uNt27d9dXX31ltywjI4MOFMBVZevWrWrUqJFdf5mcnKz9+/fr/PnzuvXWWzVx4kQ1bNiw3H1w/wsAV5IRI0bo/PnzWrp0qSRp3bp1SkxM1KJFi7R7925J0vbt23X06FGOGwF4FKdf471nzx598MEH5vzf//537d+/X8OHDzeXjRgxQg899JA5Hx8fr71792rTpk2SpM2bN2vv3r168sknnZ0uAHgEq9WqlJQUpaamys/PT5LUsmVLde3aVZ999pk+++wzWa1WdezYUWfOnCl3P9z/AkBNUlhYqNjYWD311FOSpMGDB9vdcPfcuXP69ddfzfkRI0bov//9r7p166bIyEhFRkYqLi7O1WkDwGU5fcT7lVde0dSpUzVt2jTZbDZ5eXlpzZo16ty5sxlz7tw5FRUVmfNNmjTRunXrlJCQIH9/f1mtVn3wwQdq0qSJs9MFAI/w+OOP65577tGgQYPMZc8++6z5b39/f82cOVN169bV8uXL9be//a3M/XD/CwA1ib+/vzZu3Fju+uXLl9vN5+bmOjkjAKgeTi+8n3zyycuOVF/ciUpSly5d9PXXXzsrLQDwWImJifL19dXUqVMvGVenTh2FhITohx9+KDeG+18AAAC4n8seJwYAuLzp06crOztb8+fPl5eXl7Zv367t27dLunAZzu9ZrVadPHmSEWwAAAAP59LHiQEAyjd37lwtXbpUb775pjIzMyVduHFQ06ZNFRERoblz5+qhhx5Shw4dJEkvvviigoOD7a5/RM3g6GNwBra63kmZAAAAV6DwhkN4ZiLgHL/88otGjhyp4uLiUs/sXrhwoSRpxowZGjNmjHx9fVVQUKD69evr888/V4MGDdyRMgAAACqIwhsAPEBQUJBsNtslYypyzwwAAAB4Hq7xBgAAAADAiSi8AQAAAABwIgpvAAAAAACciMIbAAAAAAAnovAGAAAAAMCJKLwBAAAAAHAiCm8AAAAAAJyIwhsAAAAAACei8AYAAAAAwIkovAEAAAAAcCIKbwAAAAAAnIjCGwAAAAAAJ6LwBgAAAADAiSi8AQAAAABwIgpvAAAAAACciMIbAAAAAAAnovAGAAAAAMCJKLwBAADgMQoLC5WUlCRfX19lZ2dfNn7Lli3q2LGjYmJi1LFjR23evNn5SQKAg3xd8SIrVqzQggULZLPZlJ+fr8aNGyslJUXNmzcvM37RokWaNm2aQkND7ZZ/+OGHqlWrlitSRg2xav9Rh+IHtrreSZkAAICqys7O1gMPPKCWLVvKZrNdNv7QoUPq37+/Vq9erdjYWH3xxRcaMGCAdu7cqSZNmrggY+A3HJfiUlwy4j106FCNGzdOGzZs0DfffKOgoCD16dNH586dK3ebxMREbdy40W6i6AYAALhynTlzRkuXLtWIESMqFJ+amqrWrVsrNjZWkhQTE6NWrVrp1VdfdWKWAOA4lxTed911l3r16nXhBb29NWrUKB08eFCZmZmueHkAAADUAOHh4br55psrHJ+WlqbIyEi7ZZGRkUpLS6vu1ACgSlxSeK9cudJuPiAgQNKFa3gAAACAysjKyip1aWJoaKiysrLK3cZqtSo/P99uAgBnc8vN1bZu3apGjRopOjq63Jh169apW7du6ty5s+677z7t2LHjkvukEwUAALi6FBQUyGKx2C2zWCwqKCgod5vk5GQFBwebU1hYmLPTBADXF95Wq1UpKSlKTU2Vn59fmTENGzZUixYt9OGHH2rLli3q27evbrvttksW33SiAAAAV5fAwEBZrVa7ZVarVYGBgeVuk5SUpLy8PHM6fPiws9MEANcX3o8//rjuueceDRo0qNyYvn37Kjk52fwFc8SIEbr11ls1Y8aMcrehEwUAALi6NG/eXDk5OXbLcnJyyn1yjnRhRLxOnTp2EwA4m0seJ1YiMTFRvr6+mjp1qsPb3nTTTfrhhx/KXW+xWEqdagQAAIArV/fu3fXVV1/ZLcvIyFCPHj3clBEAlM1lI97Tp09Xdna25s+fLy8vL23fvl3bt28vMzYpKanUtTlHjhzh9HEAAICr2IgRI/TQQw+Z8/Hx8dq7d682bdokSdq8ebP27t2rJ5980l0pAkCZXDLiPXfuXC1dulRvvvmm+QixdevWqWnTpoqIiNCIESN0/vx5LV26VNKFm6+99dZbZqf56aef6quvvtInn3ziinQBAADgBoWFherVq5dOnz4tSRo8eLDCwsLMJ+ScO3dORUVFZnyTJk20bt06JSQkyN/fX1arVR988IGaNGnijvQBoFxOL7x/+eUXjRw5UsXFxerUqZPduoULF0oq3Yk+88wzeu2117Ry5UrZbDYVFxdr1apV6t69u7PTBQC3WbFihRYsWCCbzab8/Hw1btxYKSkpdtcqzps3T/PmzVOtWrV07bXXav78+brhhhvcmDUAVB9/f39t3Lix3PXLly8vtaxLly76+uuvnZgVAFSd0wvvoKAg2Wy2S8Zc3In27dtXffv2dWZaAOBxhg4dqnXr1qlXr14qLi7WI488oj59+mjnzp0KCAjQqlWrNGnSJO3cuVMNGjTQlClTNGDAAG3fvl3e3m55OiQAAAAqwKU3VwMAlO+uu+5Sr169JEne3t4aNWqUFi9erMzMTHXq1ElTp07V8OHD1aBBA0kXrm184YUXtH79eg0YMMCdqXu0VfuPujsFAABwlWOIBAA8RMk1jCUCAgIkXbjm8dSpU8rMzFRkZKS5Pjg4WC1btlRaWppL8wQAAIBjGPEGAA+1detWNWrUSNHR0dq5c6ckKTQ01C4mNDRUWVlZ5e7DarXKarWa8/n5+c5JFgAAAOVixBsAPJDValVKSopSU1Pl5+dnPmLRYrHYxVksllKPX/y95ORkBQcHmxOPZQQAAHA9Cm8A8ECPP/647rnnHg0aNEiSFBgYKEl2o9cl8yXrypKUlKS8vDxzOnz4sPOSBgAAQJk41RwAPExiYqJ8fX01depUc1nJI8VycnLsYnNyctSzZ89y92WxWEqNkgMAAMC1GPEGAA8yffp0ZWdna/78+fLy8tL27du1fft21a1bV+3atVNGRoYZm5+frwMHDqhHjx5uzBgAAACXQ+ENAB5i7ty5Wrp0qeLj45WZmamMjAytXbtW3333nSRp/PjxWrx4sXJzcyVJqampCg8PV79+/dyZNgAAAC6DU80BwAP88ssvGjlypIqLi9WpUye7dQsXLpQkDRw4UMePH1fv3r0VEBCgunXrau3atfL25jdUAEDNtmr/UXenADgVhTcAeICgoCDZbLbLxsXFxSkuLs4FGQEAAKC6MEwCAAAAAIATUXgDAAAAAOBEFN4AAAAAADgRhTcAAAAAAE5E4Q0AAAAAgBNReAMAAAAA4EQU3gAAAAAAOBGFNwAAAAAATuTr7gQAAMClrdp/1KH4ga2ud1ImAACgMhjxBgAAAADAiSi8AQAAAABwIgpvAAAAeJT33ntPHTp0UJcuXRQTE6Pdu3eXG2sYhl588UXdeuutiomJUYcOHTR//nwXZgsAl+eSa7xXrFihBQsWyGazKT8/X40bN1ZKSoqaN29e7jZbtmzRuHHjZLFYZLValZKSoi5durgiXQAAALhJenq6hg0bpoyMDLVq1UpLlixR7969tXfvXgUFBZWKf/vtt5WSkqI9e/bohhtu0OHDhxUeHq4bbrhB/fv3d0MLAKA0l4x4Dx06VOPGjdOGDRv0zTffKCgoSH369NG5c+fKjD906JD69++vadOm6YsvvtD06dM1YMAAHTp0yBXpAgAAwE2mT5+ufv36qVWrVpIuHEeeP39eixcvLjP+3//+t1q3bq0bbrhBkhQWFqZWrVrpk08+cVnOAHA5Lim877rrLvXq1evCC3p7a9SoUTp48KAyMzPLjE9NTVXr1q0VGxsrSYqJiVGrVq306quvuiJdAAAAuMmGDRsUGRlpznt7eysiIkJpaWllxt91113au3evvvvuO0nSt99+q127dqlhw4YuyRcAKsIlp5qvXLnSbj4gIECSVFhYWGZ8WlpaqdPKIyMjy+1wAQAAUPOdPHlSeXl5Cg0NtVseGhqqbdu2lblNjx49tHDhQnXr1k0hISHav3+/unTpov/5n/8pM95qtcpqtZrz+fn51dcAACiHW26utnXrVjVq1EjR0dFlrs/Kyiqzw83Kyip3n1arVfn5+XYTAAAAao6CggJJksVisVtusVjMdRdbt26dHnvsMX300Ufas2ePDh48qD59+igwMLDM+OTkZAUHB5tTWFhY9TYCAMrg8sK75EZpqamp8vPzKzOmoKDAoQ5XohMFAACo6UqK5d+PSJfMl1dIP/fccxo4cKAiIiIkSc2bN9fBgwc1atSoMuOTkpKUl5dnTocPH67GFgBA2VxeeD/++OO65557NGjQoHJjAgMDHepwJTpRAACAmq5evXoKDg5WTk6O3fKcnJxyn4Zz8OBBNW3a1G5Zs2bN9K9//avMeIvFojp16thNAOBsLi28ExMT5evrq6lTp14yrnnz5g51uBKdKAAAwJWgW7duysjIMOcNw1BmZqZ69OhRZvwNN9ygo0eP2i07evSoatWq5dQ8AcARLrm5mnTh0RDZ2dn6xz/+IS8vL23fvl2SzNOCfq979+766quv7JZlZGSU2+Gi8lbtP3r5IAAAABdJTExUjx49dODAAbVs2VLLli2Tj4+Phg8fLkkaMWKEzp8/r6VLl0qSHnnkEc2cOVP/+7//q8aNG+vQoUN65513NGzYMHc2AwDsuKTwnjt3rpYuXao333zTfITYunXr1LRpU0VERJTqQOPj4/XWW29p06ZN6tq1qzZv3qy9e/dqxYoVrkgXAAAAbhIVFaXFixdryJAhqlWrlry9vfXxxx8rKChIknTu3DkVFRWZ8QkJCfLy8tJf/vIXBQYGKj8/X0888YTGjx/vriYAQClOL7x/+eUXjRw5UsXFxerUqZPduoULF0oq3YE2adJE69atU0JCgvz9/WW1WvXBBx+oSZMmzk4XAAAAbnb33Xfr7rvvLnPd8uXL7eZ9fX2VmJioxMREV6QGAJXi9MI7KChINpvtkjEXd6CS1KVLF3399dfOSgsAAAAAAJdwy3O8AQAAAAC4WlB4AwAAAADgRBTeAAAAAAA4EYU3AAAAAABO5LLneAMALq+wsFCTJk1SSkqKvv/+ezVt2tRc9/DDD2vfvn0KCAgwl7Vq1Urz5s1zQ6YAAACoKApvAPAQ2dnZeuCBB9SyZctynwbxzjvv2BXjAAAA8Hycag4AHuLMmTNaunSpRowY4e5UAAAAUI0Y8QYADxEeHi5J+vHHH92cCQAAAKoThTcA1CDJycnav3+/zp8/r1tvvVUTJ05Uw4YNy423Wq2yWq3mfH5+vivSBAAAwO9wqjkA1BAtW7ZU165d9dlnn+mzzz6T1WpVx44ddebMmXK3SU5OVnBwsDmFhYW5MGMAAABIFN4AUGM8++yzevDBB+Xt7S1/f3/NnDlT//3vf7V8+fJyt0lKSlJeXp45HT582IUZAwAAQOJUc1xlVu0/6vA2A1td74RMgKqrU6eOQkJC9MMPP5QbY7FYZLFYXJgVAAAALkbhDQA1RHx8vF555RVz3mq16uTJk5w+DgBADeTogBCDQTUbp5oDQA0xd+5cZWRkmPMvvviigoODde+997oxKwAAAFwOI94A4CEKCwvVq1cvnT59WpI0ePBghYWFaeXKlZKkGTNmaMyYMfL19VVBQYHq16+vzz//XA0aNHBj1gAAALgcCm8A8BD+/v7auHFjueuffPJJPfnkk65LCAAAANWCU80BAAAAAHAiCm8AAAAAAJyIwhsAAAAAACei8AYAAAAAwIkovAEAAAAAcCIKbwAAAHiU9957Tx06dFCXLl0UExOj3bt3XzL+xIkT+utf/6rY2Fh16NBB4eHh+uc//+mibAHg8lxWeBcWFiopKUm+vr7Kzs6+ZOyiRYvUunVrxcbG2k2//vqra5IFAACAW6Snp2vYsGFatmyZNm/erEcffVS9e/fWL7/8UmZ8YWGhevTooa5du2rjxo3KyMhQ3759tW3bNhdnDgDlc0nhnZ2drZiYGP3000+y2WwV2iYxMVEbN260m2rVquXkTAEAAOBO06dPV79+/dSqVStJ0tChQ3X+/HktXry4zPgFCxYoICBAw4YNM5c988wzevTRR12SLwBUhEsK7zNnzmjp0qUaMWKEK14OAAAANdSGDRsUGRlpznt7eysiIkJpaWllxr/77ruKiYmxW1a/fn21adPGqXkCgCNcUniHh4fr5ptvdsVLAQAAoIY6efKk8vLyFBoaarc8NDRUWVlZZW7z3XffqVatWnriiScUHR2tP//5z5o7d64Mw3BFygBQIb7uTqA869at05IlS1RYWKhGjRopKSlJ7dq1KzfearXKarWa8/n5+a5IEwAAANWkoKBAkmSxWOyWWywWc93FTp06peTkZL3//vt64403dPDgQXXp0kV5eXl65plnSsVzzAjAHTzyruYNGzZUixYt9OGHH2rLli3q27evbrvtNu3YsaPcbZKTkxUcHGxOYWFhLswYAAAAVRUYGChJdoVxyXzJuot5e3srKipKffv2lSS1aNFCjzzyiGbNmlVmPMeMANzBIwvvvn37Kjk52fy1c8SIEbr11ls1Y8aMcrdJSkpSXl6eOR0+fNhV6QIAAKAa1KtXT8HBwcrJybFbnpOTo+bNm5e5TVhYmG688Ua7ZU2aNNGxY8fKfCIOx4wA3MFjTzW/2E033aQffvih3PUWi6XUaUkAAACoWbp166aMjAxz3jAMZWZm6rnnniszvkuXLvrPf/5jt+zYsWOqX79+mU/E4ZjRNVbtP+ruFACP4pEj3klJSaWu4zly5AinAgEAAFzhEhMTtX79eh04cECStGzZMvn4+Gj48OGSLpwJ+dBDD5nxY8aMUXp6uvnc7p9//llLlizR6NGjXZ88AJTDI0a8R4wYofPnz2vp0qWSpK1bt+qtt97Sk08+KUn69NNP9dVXX+mTTz5xZ5oAAABwsqioKC1evFhDhgxRrVq15O3trY8//lhBQUGSpHPnzqmoqMiMb9u2rd577z2NHDlSfn5+On/+vB577DGNHTvWXU0AgFJcUngXFhaqV69eOn36tCRp8ODBCgsL08qVKyWV7kCfeeYZvfbaa1q5cqVsNpuKi4u1atUqde/e3RXpAgAAwI3uvvtu3X333WWuW758eallvXv3Vu/evZ2dFgBUmksKb39/f23cuLHc9Rd3oH379jXvTAkAAAAAQE3mkdd4AwAAAABwpaDwBgAAAADAiSi8AQAAAABwIo+4qzkAAKg+jj4/d2Cr652UCQAAkBjxBgAAAADAqSi8AQAAAABwIgpvAAAAAACciGu8AQA1iqPXLwMAALgbI94AAAAAADgRhTcAAAAAAE5E4Q0AHqSwsFBJSUny9fVVdnZ2qfXz5s1T+/btFR0drf79++vIkSOuTxIAAAAOofAGAA+RnZ2tmJgY/fTTT7LZbKXWr1q1SpMmTdJHH32kL7/8UrfddpsGDBig4uJiN2QLAACAiqLwBgAPcebMGS1dulQjRowoc/3UqVM1fPhwNWjQQJIUHx+vXbt2af369a5MEwAAAA6i8AYADxEeHq6bb765zHWnTp1SZmamIiMjzWXBwcFq2bKl0tLSXJUiAAAAKoHHiQFADZCVlSVJCg0NtVseGhpqriuL1WqV1Wo15/Pz852TIAAAAMrFiDcA1AAFBQWSJIvFYrfcYrGY68qSnJys4OBgcwoLC3NqngAAACiNwhsAaoDAwEBJshu9LpkvWVeWpKQk5eXlmdPhw4edmicAAABK41RzAKgBmjdvLknKycmxW56Tk6OePXuWu53FYik1Sg4AAADXYsQbAGqAunXrql27dsrIyDCX5efn68CBA+rRo4cbMwMAAMDlUHgDQA0xfvx4LV68WLm5uZKk1NRUhYeHq1+/fm7ODAAAAJfCqeYA4CEKCwvVq1cvnT59WpI0ePBghYWFaeXKlZKkgQMH6vjx4+rdu7cCAgJUt25drV27Vt7e/IYKAADgySi8AcBD+Pv7a+PGjZeMiYuLU1xcnGsSAgAAQLVw2TBJYWGhkpKS5Ovrq+zs7MvGb9myRR07dlRMTIw6duyozZs3Oz9JAAAAuN17772nDh06qEuXLoqJidHu3bsrtN26devk5eWlRYsWOTdBAHCQS0a8s7Oz9cADD6hly5ay2WyXjT906JD69++v1atXKzY2Vl988YUGDBignTt3qkmTJi7IGAAAAO6Qnp6uYcOGKSMjQ61atdKSJUvUu3dv7d27V0FBQeVud/bsWY0fP96FmQJAxblkxPvMmTNaunSpRowYUaH41NRUtW7dWrGxsZKkmJgYtWrVSq+++qoTswQAAIC7TZ8+Xf369VOrVq0kSUOHDtX58+e1ePHiS243ceJEPfHEE65IEQAc5pIR7/DwcEnSjz/+WKH4tLQ0denSxW5ZZGSk0tLSqj23K82q/UfdncIVx9H3dGCr652UCQAAV74NGzbYjVx7e3srIiJCaWlpGjVqVJnb7NixQ+np6ZoxYwb3wQDgkTzyVrhZWVkKDQ21WxYaGqqsrKxyt7FarcrPz7ebAAAAUHOcPHlSeXl5Dh0HFhcXa+TIkZozZ468vLwu+xocMwJwB48svAsKCmSxWOyWWSwWFRQUlLtNcnKygoODzSksLMzZaQIAAKAalRzrOXIc+Nprr6lz585q27ZthV6DY0YA7uCRhXdgYKCsVqvdMqvVqsDAwHK3SUpKUl5enjkdPnzY2WkCAACgGpUc61X0OPDIkSNasGCBJk2aVOHX4JgRgDt45HO8mzdvrpycHLtlOTk5at68ebnbWCyWUr+OAgAAoOaoV6+egoODK3wc+Mknn0iS+vfvb7d82rRpWrRokV588UV17tzZbh3HjADcwSML7+7du+urr76yW5aRkaEePXq4KSMAAAC4Qrdu3ZSRkWHOG4ahzMxMPffcc6ViR4wYUeqpOV5eXkpMTNTDDz/s7FQBoMI8ovAeMWKEzp8/r6VLl0qS4uPj9dZbb2nTpk3q2rWrNm/erL1792rFihVuzhQAAADOlJiYqB49eujAgQNq2bKlli1bJh8fHw0fPlxS6eNG4GrBk3ZqNpcU3oWFherVq5dOnz4tSRo8eLDCwsK0cuVKSdK5c+dUVFRkxjdp0kTr1q1TQkKC/P39ZbVa9cEHH6hJkyauSBcAAABuEhUVpcWLF2vIkCGqVauWvL299fHHHysoKEhS6ePGEtOmTdNHH31k/nvRokXauHGjK1MHgHK5pPD29/e/ZMe3fPnyUsu6dOmir7/+2olZAQAAwBPdfffduvvuu8tcV9Zxo3RhpDwxMdGZaQFApXnkXc0BAAAAALhSUHgDAAAAAOBEFN4AAAAAADgRhTcAAAAAAE5E4Q0AAAAAgBNReAMAAAAA4EQU3gAAAAAAOJFLnuMNAAAAoOZatf+ou1MAajRGvAEAAAAAcCJGvAEAuMo5OpI1sNX1TsoEAIArEyPeAAAAAAA4EYU3AAAAAABOROENAAAAAIATUXgDAAAAAOBEFN4AAAAAADgRhTcAAAAAAE7E48QAoIaYPHmy3n//fV177bXmsuDgYK1evdp9SQEAAOCyKLwBoAaZPXu2YmNj3Z0GAAAAHMCp5gAAAAAAOBGFNwAAAAAATkThDQA1yNtvv63Y2FhFR0dr+PDh+uGHHy4Zb7ValZ+fbzcBAADAtSi8AaCGaNy4sdq1a6e0tDRt3rxZzZo1U0REhI4cOVLuNsnJyQoODjansLAwF2YMAAAAyYWF93vvvacOHTqoS5cuiomJ0e7du8uNXbRokVq3bq3Y2Fi76ddff3VVugDgcR555BGNGTNGvr6+8vb21oQJExQQEKDXX3+93G2SkpKUl5dnTocPH3ZhxgBQOY4cN6alpenOO+9Ut27ddPvtt6tXr17asWOHC7MFgMtzyV3N09PTNWzYMGVkZKhVq1ZasmSJevfurb179yooKKjMbRITE/Xwww+7Ij0AqJF8fHzUtGnTS55ubrFYZLFYXJgVAFSNo8eNcXFxeuaZZ/S3v/1NkjRx4kT17NlTe/bsUYMGDVydPgCUySUj3tOnT1e/fv3UqlUrSdLQoUN1/vx5LV682BUvD7jUqv1HHZqAioqPjy+17KeffuL0cQBXFEePGzt06KBHH33UnB89erROnjyptLQ0l+QLABXhksJ7w4YNioyM/O1Fvb0VERFBhwgADlizZo3WrFljzi9YsEDHjx/XI4884sasAKB6OXrc+M4778jb+7dD2oCAAElSYWGhcxMFAAc4/VTzkydPKi8vT6GhoXbLQ0NDtW3btnK3W7dunZYsWaLCwkI1atRISUlJateuXbnxVqtVVqvVnOfOvQCuNFOnTtXs2bM1a9YsWa1W+fv769NPP1WbNm3cnRoAVIvKHjf+3tatW1WrVi0NGDCgzPUcMwJwB6cX3gUFBZJU6hpDi8VirrtYw4YN1aJFC02ePFkWi0ULFy7Ubbfdpm+++abc4js5OVnPP/989SYPAB5kyJAhGjJkiLvTAACnqcxx4+8ZhqEXX3xRL7zwgurXr19mDMeMANzB6YV3YGCgJNn9slgyX7LuYn379lXfvn3N+REjRuj111/XjBkztGzZsjK3SUpK0tNPP23O5+fnc90jANQA3OsAQInKHDf+3uTJk3XDDTdo7Nix5cZwzAjAHZxeeNerV0/BwcHKycmxW56Tk6PmzZtXeD833XQTd+4FAAC4glXluHHevHnatm2b3n///UvGccwIwB1ccnO1bt26KSMjw5w3DEOZmZnq0aNHmfFJSUmlTic6cuQIv0YCAABc4Rw9bpSk5cuX65///Kfeffdd+fv7Kysri5v4AvAoLim8ExMTtX79eh04cECStGzZMvn4+Gj48OGSLpxK/tBDD5nxW7du1VtvvWXOf/rpp/rqq68UFxfninQBAADgJo4eN65bt06JiYmaMGGCdu/erYyMDH366afasmWLW/IHgLI4/VRzSYqKitLixYs1ZMgQ1apVS97e3vr4448VFBQkSTp37pyKiorM+GeeeUavvfaaVq5cKZvNpuLiYq1atUrdu3d3RboAAABwE0ePG0eMGKETJ06oW7dudvuZNGmSS/MGgEtxSeEtSXfffbfuvvvuMtctX77cbv7im6sBAADP4egN8Qa2ut5JmeBK5chxY25uritSAmoc+mrP4pJTzQEAAAAAuFq5bMQblcNjdgAAAACgZmPEGwAAAAAAJ2LEGwAAALjKcFYl4FqMeAMAAAAA4EQU3gAAAAAAOBGFNwAAAAAATkThDQAAAACAE1F4AwAAAADgRBTeAAAAAAA4EY8TA9zM0cd5DGx1vZMyAQAAAOAMjHgDAAAAAOBEFN4AAAAAADgRhTcAAAAAAE7ENd4AAMCpuJcFAOBqx4g3AAAAAABOROENAAAAAIATcao5AAAAAFzluCzIuSi8AQAAgBrO0aIJgGtxqjkAAAAAAE7EiLeL8WskqorTgODp6OcAAADsUXgDAACPwg+MAIArjctONX/vvffUoUMHdenSRTExMdq9e/cl47ds2aKOHTsqJiZGHTt21ObNm12UKQB4Nkf7UwCoaThuBHClccmId3p6uoYNG6aMjAy1atVKS5YsUe/evbV3714FBQWVij906JD69++v1atXKzY2Vl988YUGDBignTt3qkmTJq5IGQA8kqP9KQDUNBw3ArgSeRmGYTj7RQYNGiRfX1/985//lCQVFxerUaNGGj9+vEaNGlUqfuzYsdqyZYu++eYbc1lUVJS6du2qGTNmVOg18/PzFRwcrLy8PNWpU6d6GlINrvZrH88VFOjB9jdLkpZlfq+AwEA3Z4SLXW2nbHpqX1EeR/vTi7mivVd7PyfR13m6q62fc5S7+0VXHze6u73Vhb7XMfTTrlfT+96q9hUuOdV8w4YNioyM/O1Fvb0VERGhtLS0MuPT0tLs4iUpMjKy3HgAuFo42p8CQE3DceMFq/YfdWgC4Nmcfqr5yZMnlZeXp9DQULvloaGh2rZtW5nbZGVl6d577y0Vn5WVVe7rWK1WWa1Wcz4vL0/ShV8mnGXNwRyn7ftKda6gwPx3wZlfVFxsc2M2KMvft//iUPydLUIvH+TBSvoIF5z8U2WV6U+ro2+kr3McfZ1nc7Sfq4ya3De6s190xXGjO44ZJfpST0M/7Xo1/Rizqn2j0wvvgv//R22xWOyWWywWc11Z2zgSL0nJycl6/vnnSy0PCwtzNGW4yN+6tnN3CoDpl19+UXBwsLvTuKTK9Kf0je5HX4eayh39oiuOG+kXcTH6aTiisn2j0wvvwP9/vcTvf1ksmQ8s51qKwMBAh+IlKSkpSU8//bQ5X1xcrJ9//ln16tWTl5dXZdN3WH5+vsLCwnT48OEadZ1QTc1bqrm519S8pSsrd8Mw9Msvv6hRo0buTu2yKtOfXq5vrMmfpVSz/xZL1PQ2kL97OSN/d/aLrjhu9IRjxpr+dyfRBk9yJbSjJrShqn2j0wvvevXqKTg4WDk59qfX5OTkqHnz5mVu07x5c4fipQu/bF78a+e1115buaSrQZ06dTz2j+ZSamreUs3NvabmLV05uXv6SHeJyvSnFe0ba/JnKdX8/KWa3wbyd6/qzt9d/aIrjhs96Zixpv/dSbTBk1wJ7fD0NlSlb3TJzdW6deumjIwMc94wDGVmZqpHjx5lxnfv3t0uXpIyMjLKjQeAq4Wj/SkA1DQcNwK4Ermk8E5MTNT69et14MABSdKyZcvk4+Oj4cOHS5JGjBihhx56yIyPj4/X3r17tWnTJknS5s2btXfvXj355JOuSBcAPNbl+lMAqOk4bgRwJXL6qebShWcpLl68WEOGDFGtWrXk7e2tjz/+WEFBQZKkc+fOqaioyIxv0qSJ1q1bp4SEBPn7+8tqteqDDz5QkyZNXJFulVgsFk2aNKnUKUyerqbmLdXc3Gtq3hK5u9Pl+lNH1fT3o6bnL9X8NpC/e9X0/MtyNRw3XgmfG23wHFdCO66ENlyOl1ETnqEDAAAAAEAN5ZJTzQEAAAAAuFpReAMAAAAA4EQU3gAAAAAAOBGFt4MKCwuVlJQkX19fZWdnXzI2LS1Nd955p7p166bbb79dvXr10o4dO1yTaBkcyf331q1bJy8vLy1atMhpuV2Oo7mfOHFCf/3rXxUbG6sOHTooPDxc//znP52f6EUcydswDL344ou69dZbFRMTow4dOmj+/PmuSfQiK1asUK9evdS9e3dFRkZq0KBBysrKuuQ2W7ZsUceOHRUTE6OOHTtq8+bNLsrWnqO5e9r31FHvvfeeOnTooC5duigmJka7d+++ZPzlPqeKvH8PP/ywOnbsqNjYWHN6/PHHPSL/yZMn609/+pNdbnfddVep/cybN0/t27dXdHS0+vfvryNHjlQqf2e0oXXr1nb5x8bG6uabb1bXrl3NGHd+BsXFxZo5c6Zq1aqljRs3Vnqf1fUZVHf+nv4duFz+7vgOoDRH/v+/aNGiMr/3v/76q2uSLUdNPhYo4WgbPPGzWL16tQYMGKCePXuqc+fOioiI0IoVKy67nSd9FpVpgyd+FlVmoML+85//GB07djSGDRtmSDL+85//XDL+pptuMubPn2/OT5gwwahXr55x7NgxJ2damqO5lzhz5oxx6623GpKMhQsXOjXH8jiau9VqNW699VZj8eLF5rJx48YZY8eOdXKm9hzNe8GCBUadOnWMH3/80TAMw/jvf/9r1KlTx1i3bp0LsrXn5+dnfPzxx4ZhGIbNZjOGDx9utGjRwvj111/LjM/Ozjbq1KljfP7554ZhGMbGjRuNOnXqGNnZ2a5K2eRo7p70PXXUN998Y1xzzTXGvn37DMMwjMWLFxs33HCDkZ+fX2Z8RT6nirx/w4cPr3Af4ur8J02aZK4vz7vvvms0bNjQ/Iyff/55409/+pNhs9k8og0xMTGlths0aJDx2muvmfPu+gx+/vlno1u3bsbf/vY3Q1KZ73VF9lldn4Ez8vfk70BF8nf1dwClOfr//4ULF7rtGOtSavKxQAlH2+CJn0Xv3r3tjmnXrFljeHt7Gzt37ix3G0/7LCrTBk/8LKqKwtsB3333nXHw4EHj888/r1BHev/999v9Tyw3N9eQZCxbtszJmZbmaO4lnn76aWPu3LluLbwdzX3OnDnGbbfdZrcsNzfX2LNnjxOzLM3RvEeNGmVERUXZLYuMjDRGjx7txCzLds8999jNb9u2zZBkfPnll2XGP/3002Xm7uofOwzD8dw96XvqqIEDBxr33XefOW+z2YyGDRsar776apnxFfmcKvL+VVfR4Yz8K1J0tG/f3vjf//1fc/706dOGr6+vsXbtWo9oQ1ZWlt36kydPGnXq1DF+/vlnc5m7PoPDhw8b27ZtM/7zn/+UW/hVZJ/V9Rk4I39P/g5UJH9XfwdQmqP///fUAqMmHwuUcLQNnvhZZGRkGEVFReZ8fn6+IclYtWpVudt42mdRmTZ44mdRVZxq7oDw8HDdfPPNFY5/55135O3921scEBAg6cLpR67maO6StGPHDqWnp+uxxx5zUlYV42ju7777rmJiYuyW1a9fX23atKnu1C7J0bzvuusu7d27V999950k6dtvv9WuXbvUsGFDZ6VYrpUrV9rNX+5vNy0tTZGRkXbLIiMjlZaW5pwEL8HR3D3pe+qoDRs22L3v3t7eioiIKPd9r8jn5Oj7VxXOyP9yTp06pczMTLv9BAcHq2XLlpX6e3VGG5o1a2a3fvny5erbt6/q1q3rcH6X42j+N954ozp06FClfVbnZ+CM/D35O1CR/C+nur8DKK0yx1yeqCYfC5Rw5ffZWSIiIuTr6ytJKioqUkpKim655Rb17Nmz3G087bOoTBuuRBTeLrR161bVqlVLAwYMcHcql1VcXKyRI0dqzpw58vLycnc6Dvnuu+9Uq1YtPfHEE4qOjtaf//xnzZ07V4aHP7K+R48eWrhwobp166ZbbrlF7du3V1RUlP7nf/7H3alp69atatSokaKjo8tcn5WVpdDQULtloaGhl70WzBUul3tZ8TXhe3ry5Enl5eU59L5X5nMq7/1LTk5WbGysOnfurJEjR+rYsWMek//bb7+t2NhYRUdHa/jw4frhhx/s9lGyXUVf1x1t+L1FixZpxIgRpZa74zOojn1W12fgjPzL4knfgYpy1XcA1WfdunXq1q2bOnfurPvuu88j7zVSk48FSlTkmMBTP4uRI0cqJCREGzZs0Mcff6xrrrmm3FhP/SwcaYPkuZ9FZVF4u4jx/2+c9cILL6h+/fruTueyXnvtNXXu3Flt27Z1dyoOO3XqlJKTk3XnnXfqyy+/1Pz58zV58mS99NJL7k7tktatW6fHHntMH330kfbs2aODBw+qT58+CgwMdGteVqtVKSkpSk1NlZ+fX5kxBQUFslgsdsssFosKCgpckWK5KpL779Wk72nJe+vI++7o51Te+9eyZUt17dpVn332mT777DNZrVZ17NhRZ86ccXv+jRs3Vrt27ZSWlqbNmzerWbNmioiIMG8cVZnXdXUbfm/Pnj3KyckpNSrgrs+gOvZZXa/rjPwv5mnfgYpw5XcA1aNhw4Zq0aKFPvzwQ23ZskV9+/bVbbfd5lFFRk0+FihRkTZ48mcxZ84cnTx5Ut27d1d0dLSOHj1abqynfhaOtMGTP4vKovB2kcmTJ+uGG27Q2LFj3Z3KZR05ckQLFizQpEmT3J1KpXh7eysqKkp9+/aVJLVo0UKPPPKIZs2a5ebMLu25557TwIEDFRERIUlq3ry5Dh48qFGjRrk1r8cff1z33HOPBg0aVG5MYGCgrFar3TKr1er2Hw0qkvvv1aTvacl768j77ujnVN779+yzz+rBBx+Ut7e3/P39NXPmTP33v//V8uXL3Z7/I488ojFjxsjX11fe3t6aMGGCAgIC9Prrr1f6dV3dht9btGiRhg0bZnc5hOS+z6A69lldr+uM/C/mad+BinDldwDVo2/fvkpOTjYLpREjRujWW2/VjBkz3JzZb2rysUCJirTB0z8LHx8fTZ48WYZhaObMmeXGefJnUdE2ePpnURkU3i4wb948bdu2za2P43LEJ598Iknq37+/eet+SZo2bZpiY2O1ZcsWN2Z3eWFhYbrxxhvtljVp0kTHjh3z6EcQHDx4UE2bNrVb1qxZM/3rX/9yT0KSEhMT5evrq6lTp14yrnnz5srJybFblpOTo+bNmzszvUuqaO4latr3tF69egoODnbofXfkc3Lk/atTp45CQkLsTmd1d/4lfHx81LRpUzO3ktjq+Ht1dhtsNpuWLVtW5mnmF3PVZ1Ad+6yuz8AZ+f+eJ34HKsOZ3wE4z0033eTQ35Mz1eRjgRKOHhP8nrs/i4uvR/f29laLFi20Z8+ecrfxtM+iMm0oi7s/i6qi8Hay5cuX65///Kfeffdd+fv7Kysry+NvXjJixAjt3LlTGzduNCfpQqe1ceNGde7c2b0JXkaXLl1Knbpy7Ngx1a9fX7Vq1XJTVpd3ww03lMr76NGjbst5+vTpys7O1vz58+Xl5aXt27dr+/btZcZ2795dGRkZdssyMjLUo0cPV6RaiiO5SzXzeypJ3bp1s3vfDcNQZmZmue97RT+ny71/8fHxdvFWq1UnT55UWFiY2/O/ODdJ+umnn8zc6tatq3bt2tntJz8/XwcOHKjU36uzPgPpwo+gN910U5k3aXLXZ1Ad+6zOz8AZ+Uue+x2oCFd/B1B1SUlJpU4BPnLkiMN/T85Qk48FSjjSBk/8LNq3b19q2dGjR9WoUaNyt/G0z6IybfDEz6LK3HMz9ZqtvMdDPPzww8bQoUPN+bVr1xqNGzc2PvvsM2Pbtm3Gtm3bjLlz5xqTJk1ybcK/U9HcLyY3Pk6sREVz//bbb41atWoZ6enphmFceBTPTTfdZEyZMsWV6Zoqmvf//d//GfXr1zcOHTpkGMaFZzBed911xlNPPeXKdA3DMIw33njD+MMf/mB89dVX5t/upEmTzL+Bi3MveV7kF198YRiGYWzatMkICgpyy/MiHc3dE7+nFfXNN98YQUFBxv79+w3DMIylS5faPQO4Mp/T5d4/wzAMf39/Y9u2beb8+PHjK/Xsc2fk37RpU2P16tXm/JtvvmlYLBa7xwm+++67RmhoqHH8+HHDMAzjhRdeqNJzvKu7DSXuu+8+4+233y7zdd31GZS41OOsLrdPw6i+z8AZ+Xvyd6Ai+bv6O4DyVfT//zExMUZqaqo5/8knnxje3t5GWlqaq1ItU00+FijhaBs88bPw8vIy1q1bZ84vXbrU8Pb2NjZv3mwu8/TPojJt8MTPoqp83Vbx10CFhYXq1auXTp8+LUkaPHiwwsLCzEcVnDt3TkVFRWb8iBEjdOLECXXr1s1uP+64dtrR3EtMmzZNH330kfnvRYsWmSPgruJo7m3bttV7772nkSNHys/PT+fPn9djjz3m8ut2Hc07ISFBXl5e+stf/qLAwEDl5+friSee0Pjx412a9y+//KKRI0equLhYnTp1slu3cOHCMnNv0qSJ1q1bp4SEBPn7+8tqteqDDz5QkyZNPD53T/qeOioqKkqLFy/WkCFDVKtWLXl7e+vjjz9WUFCQJMc/p4q8f5I0Y8YM8xrSgoIC1a9fX59//rkaNGjg1vwlaerUqZo9e7ZmzZolq9Uqf39/ffrpp3aPExw4cKCOHz+u3r17KyAgQHXr1tXatWtLXUftrjZI0unTp7Vhwwa99dZbZb6uuz4D6cL799NPP0mSnnrqKV177bXasGGDfHx8KrTPkn1Ux2dQ3fl7+nfgcvlLrv8OoDRH////zDPP6LXXXtPKlStls9lUXFysVatWqXv37u5IX1LNPhYoUZk2eOJn8corr2jq1KmaNm2abDabvLy8tGbNGrszUD39s6hMGzzxs6gqL8Pw8GcsAQAAAABQg/HTJgAAAAAATkThDQAAAACAE1F4AwAAAADgRBTeAAAAAAA4EYU3AAAAAABOROENAAAAAIATUXgDAAAAAOBEFN4AAAAAADgRhTcAAAAAAE5E4Q0AAAAAgBNReAMAAAAA4EQU3gAAAAAAOBGFNwAAAAAATkThDQAAAACAE1F4AwAAAADgRBTeAAAAAAA4EYU3AAAAAABOROENAAAAAIATUXgDAAAAAOBEFN4AAAAArijr16+Xl5dXmdO9995boTgvLy+99dZb5b7GTz/9JC8vL7355pvmsry8PHl7e2vWrFmXzK+4uFjXXHONxo4dW/XGokbwdXcCAAAAAFCdMjMzJUmrV69WgwYN7NY1atSoQnGSdMstt5T7GrVr19bWrVsVHh5uLsvIyJBhGIqMjLxkfrt379bZs2cvG4crB4U3AAAAgCtKZmam6tSpozvuuENeXl5VjitLcHCwOnbsaLcsIyNDPj4+ateu3SW3TU9PlyQK76sIp5rjqmC1Wt2dAgAAAC7j/PnzSklJUdu2bVWrVq1Sp343bty4QvvZvn27br311ssW0xWNK0uvXr3UtWtXu2Xbtm1TmzZtVLt2bXPZm2++qT/+8Y8KCAhQeHi4Pv74Y6Wnp6tu3bq66aab7LbfsmWLevXqpeDgYNWtW1f9+/fXwYMHHc4NnofCGx6jujraXr16qUuXLvrggw90++23q1atWho5cqTS09N1//33q2nTpqpVq5YaNGigu+++Wz/88EOpfXTr1k1//vOf9cUXX6hHjx665pprFBoaqilTptjF7du3Tw899JCaNm0qi8Wihg0bqlevXtq/f3+1vCcAUB2qq38FAGd79NFHlZSUpB49eui9997TokWLzFPAx4wZo+eff/6y+zh58qT++9//6o9//KPOnz9vNxmGUaG4i2PLsmPHDkVERNgty8jIsBvFfuqppzR69Gj95S9/0YcffqiRI0dq+PDh+vDDD9WhQwe7bSdPnqyYmBiFhYVp+fLlWrBggQ4fPqzu3bvrzJkzl203PJwBeIhhw4YZPj4+xpgxY4wPP/zQWLRokdGgQQNDkjFmzBjj7bffrtB+6tevbzRq1Mho2bKl8fbbbxuff/658e9//9uYN2+eMXXqVOP99983vvjiC+Pvf/+7ccsttxht27YttY+6desaTZs2Ndq1a2csWbLE2LBhg3HvvfcakoyNGzcahmEYBw4cMK655hrjjjvuMN59913jiy++MJYvX24MGzbMOHz4cLW+NwBQFdXVvwKAMy1btsyQZMyfP99u+cKFCw1Jxtq1ayu0n08++cSQVOb073//u0Jxkoxdu3YZhmEYxcXFRlBQkHH06FFz2+zsbEOSsXTpUnNZbm6uIcl4/fXXDcMwjH/961+GJOOdd96xy+///u//DEnGs88+ay5bu3atIcl46aWX7GIPHDhgSDL+/ve/V6jt8Fxc4w2P8I9//ENLlizR/Pnz9be//c1cbhiGRowYoW7duunYsWO65pprJEmFhYUyDEMWi0WSFBUVpc8++0yHDh3SiRMndPPNNysjI0NBQUHmvm699Vbz38XFxSouLta5c+f017/+VadPn9a1114rScrKytKpU6fUvHlzffnll+ZrtGrVSitXrtSePXsUExOjZcuWqbi4WO+//768vX87eWTw4MFOe58AwFEV6V8HDBggScrPz9fkyZP10Ucf6aefflK9evXUs2dPPfvss4yKA3C6efPmqU2bNnZ9lSS1adNGkvTzzz9XaD/bt2+XJL333nu68cYb7db98Y9/LBW3atUqhYWFldpPyY3VsrOzZbFYFBoaWmrb9u3bm8u2bdsmSeZI9gsvvKDIyEjdf//9Ze739yPeEydO1E033aT4+HidP3/eXN6sWTPVqlVLWVlZFWo7PBeFNzxCRTraRx99VI8++qgk6bHHHtM111yjmTNn2sWXdILTpk2zK7oNw9C7776r119/Xfv27VNOTo55+pC3t7dq1aplxpbc3XLKlClm0S1dOB1J+u1OmPXr11dBQYFGjBihxx57TB07dpSPj0/V3wwAqEYVPZA9deqUYmNj1bZtW61fv15NmzZVbm6uFixYoO+++47CG4BTnTp1Sps3b9bTTz9dat2PP/4oSWYRPW/ePK1cuVJ+fn765ptv1KhRI61YscIsaDMzM1W7dm3deeeddoMjF8vMzFRAQIDuvPPOco/h9uzZo/bt2+v8+fO65ppr1KpVK23fvt18jdatW5uxGRkZ8vf3V9u2bZWTk6Nvv/22zMeKlbSn5JT0nJwc7dixQ5Lsjj1/r2SACDUXhTfczpGOtsTOnTsVFxdXKj4zM1MWi0X9+vWzW/7YY49p0aJFevzxxzV69GiFhITIYrHor3/9q3799Ve7Tq5kHz169Ci1b0nmXSrj4uJ09uxZLVq0SEuWLFFISIgeeOABvfDCC6pTp04l3gkAqF6O9K9PP/20wsLCtGTJEvMmQyEhIUpKSnJdwgCuWocPH5ZhGHaP+irx/vvvq379+uaNzHbt2qVt27ZpxYoV6tatm+Li4jR+/HitWrVK0oVjtj/96U+XLLpL4sLDwy85cHLLLbdoypQpys7O1uuvv24u3759e6nXyMjIUNu2bWWxWMw+9vrrry+1z3/84x8KDQ01+9/Dhw9LkmbNmqXOnTuXmcfFN2FDzUPhDbdzpKOVLoxe79q1S23bti0Vv337dvPmQSX279+vBQsW6KWXXlJCQoK5/MSJE9q9e7fuu+++Mvfh7+9vtzwjI0P169c3R318fX31zDPP6JlnntGPP/6o+fPn64UXXlBAQICmT59euTcDAKpRRfvXY8eOaenSpcrIyKjUnX0BoKpKRnT37t1rt/yrr77S8uXLNWnSJPn6Xihddu3apfHjx6t3796SpAcffFCjR4+WJOXl5SkrK0v9+/e/5OuVxD3yyCOXzW3nzp3q0qWL3bLMzMxSp5Bv27ZNd911l6QLP1yW5Pr7uH/961/66quvzEt8JOm6666TJHl5eZW64RquHBTecDtHOlpJ+uGHH2S1WvWHP/yh1L4yMzM1aNAgu2WHDh2S9Nv1NCVKrqG5uIPbsWOH7rnnnlL73r59e6k7V5a48cYb9dxzz2nGjBl21+UAgDtVtH/97LPP1KxZM/3pT3+SdOEu6DfccIPOnTsnm82mEydOKCAgwMXZA7iaNG7cWF27dtWiRYvUrFkzRUVFKT09Xf/3f/+nXr166bnnnjNjd+/erbfeesucP378uOrXry/pwrGgYRh2116XpSSudu3a+vrrr0utv+GGG8zrvr/99luNGjXKXPfjjz/q+PHjdseFR48e1dGjR83Txxs3bqzIyEjNmjVLISEhatu2rTZt2qRXXnlFkv3zu2+66Sb9+c9/1vjx43XmzBnddtttMgxDR48e1eeff67hw4crNja2om8lPBSFN9zOkY5WutD5tWzZstQ1MCWd4MWF9K233qrAwEBNmDBBXl5e+vXXX/Xmm2/q+++/l2R/Y4vDhw8rNze31D7Onz+vb7/91jxdc9SoUcrLy1PPnj3VuHFj5ebm6rXXXpO/v78ef/zxantvAKAqKtq/Hjt2zO50SF9fXx07dkwffvihnn76aYpuAC6xcuVKPfXUU0pJSVFBQYFatmyp559/XvHx8eYp3cePH1dubq75iDHpwk3U+vbtK+m3SwMrUnhLUmpqqlJTU0utX7BggR599FEVFhbqwIEDZd6U7VI3VvPy8tKKFSv0xBNP6LnnnpOvr6+6dOmilJQUPfroo6WONd9//31NmzZNS5Ys0YsvvqhatWqZfXjJj6Ko4dxzM3XA3rFjx4wHHnjAuPbaaw1/f38jPDzcmDFjhlFUVFQqduLEicbgwYNLLX///fcNSca3335bat26deuM1q1bGxaLxbjllluMV155xXjxxRcNb29v45dffrnsPr799ltDkrFq1SrDMAzj1VdfNbp06WI0aNDAsFgsRrNmzYxHHnnE+OGHH6r6VgBAtapI/7py5UqjcePGRnFxsd2206ZNM+677z5XpwwA5UpLSzN8fHyMN9980ygsLDQWLFhgNGnSxDh9+rRTXu/EiROGn5+f8fPPPztl/7h6eBnGZZ4MD3iYu+++W1FRUdzwBwCqSX5+vlq3bq2HH35YSUlJql27tnbv3q3HHntMd9xxh5599ll3pwgAkqRXXnlFu3fvVlZWltLT0xUREaH58+erRYsWTnvNhx9+WO+++67atGmj9PR0p70OrmwU3qhxbrrpJqWmpl72phkAgIrbvXu3xo4dq/T0dPn5+alZs2a6//779cgjjyg4ONjd6QGAJOlvf/ubOnTowKV9qHEovAEAAADUCLfffrumTZummJgYd6cCOITCGwAAAECNEBwcrAMHDqhhw4buTgVwCIU3AAAAAABO5O3uBAAAAAAAuJJReAMAAAAA4ES+7k7AWYqLi/XTTz8pKChIXl5e7k4HgIcyDEO//PKLGjVqJG/vK/+3SPpGAJdDvwgApVW1b7xiC++ffvpJYWFh7k4DQA1x+PBh3Xjjje5Ow+noGwFUFP0iAJRW2b7xii28g4KCJF14Y+rUqePmbFDi7NmzatSokaQL/6OrXbu2mzPC1S4/P19hYWFmn3Glo2+8MtCXwpnoF3E1oB+Fo6raN16xhXfJqUJ16tShE/UgPj4+5r/r1KlDJwePcbWcXkjfeGWgL4Ur0C/iSkY/isqqbN945V+4AwAAAACAG12xI94A4CqtW7dWaGio3bIff/xRjRo10qZNmyRJ8+bN07x581SrVi1de+21mj9/vm644QYz3jAMvfDCC3r//ffl6+urli1bas6cOQoODjZjCgsLlZCQoC1btkiSoqOjNWPGDPn7+7uglQAAAKgsRrwBoIpCQ0O1ceNGu+lPf/qT7r//fknSqlWrNGnSJH300Uf68ssvddttt2nAgAEqLi429zFr1iytWLFCW7ZsUXp6uvz9/TVs2DC71xk3bpx2796t9PR0paena+/evUpISHBpWwEAAOA4Cm8AqKKFCxfazf/888/69NNPNWTIEEnS1KlTNXz4cDVo0ECSFB8fr127dmn9+vWSJJvNpmnTpmnkyJEKDAyUdKHIXrNmjXbt2iVJOnnypObOnauxY8fKx8dHPj4+GjNmjN544w39/PPPrmoqAAAAKoHCGwCqqFmzZnbzy5cvV9++fVW3bl2dOnVKmZmZioyMNNcHBwerZcuWSktLkyTt3LlTubm5djFt2rRR7dq1zZhNmzapqKjILiYyMlJFRUXm6ewAAADwTFzjDQDVbNGiRXrxxRclSVlZWZJU6hrw0NBQc11ZMV5eXmrYsKFdjK+vr+rXr2/GhISEyMfHx4wpi9VqldVqNefz8/Or0jQAAABUAiPeAFCN9uzZo5ycHPXs2VOSVFBQIEmyWCx2cRaLxVxX0ZiybqLm7+9vxpQlOTlZwcHB5hQWFlbJlgEAAKCyKLwBoBotWrRIw4YNk7f3he615Jrt3486l8yXrKtoTGFhYanXKywsNGPKkpSUpLy8PHM6fPhwJVsGAACAyqr0qeavvvqqRo8erc8//1yxsbHmch6Zg99btf+o3fy5343MrT6Qo4CLCoaBra53SV6AM9hsNi1btkxffPGFuax58+aSpJycHLvY34+K/z7mxhtvlHShrzx27Ji5rnnz5jp//rxOnDhhnm6em5srm81mxpTFYrGUGklHzUNfCgBV42g/KtGXonpVasT7p59+0owZM0ot55E5AK5mn3zyiW666SbdfPPN5rK6deuqXbt2ysjIMJfl5+frwIED6tGjhySpbdu2CgkJsYvZt2+fzp49a8Z07dpVfn5+djEZGRny8/NT165dnd00AAAAVEGlCu8nn3xSSUlJpZbzyBzg6vDpp58qNjZWXl5eatOmjQzDKDPu2WeflZeXlzp27Kh//OMfDr/Oa6+9ptatW6tp06ZVzNg1Fi1apBEjRpRaPn78eC1evFi5ubmSpNTUVIWHh6tfv36SJB8fHyUmJmrOnDnm9dovv/yy7rjjDoWHh0uS6tWrp7i4OM2cOVM2m03FxcWaPXu24uLidN1117mohQAuhb4RAOzRL/7G4cJ77dq18vPzU58+feyW88gc4OrRs2dPbdy4UX5+ftq3b5/WrVtXKubs2bN6++23JUnvvPOO+UxrR4waNUqJiYlVztcVTp8+rQ0bNujee+8ttW7gwIGaNGmSevfurU6dOmnr1q1au3ateR24JI0ZM0b33nuvoqOjFRUVpV9//VVLliyx209KSopat26tqKgoRUZGqmXLlkpJSXF62wBUDH0jANijX/yNQ9d4nz17Vs8995w+/vjjUjcB4pE5wNWnUaNGCgsL04wZM3THHXfYrVu4cKF69eqlpUuXuik717r22mt14sSJctfHxcUpLi6u3PVeXl6aOHGiJk6cWG6MxWJRampqlfIE4Hz0jQBgj37RwRHvCRMmKC4uTtdfX/pGAzwy5+qwav9RhyZc+caOHatNmzZp27Zt5rLi4mItX75cDz74YKn4l19+WX/84x912223qWPHjvr888/t1q9Zs0atWrVSx44dNWTIEB0/frzUPr7++mt16dJFnTp10u23364XXnhBNput+hsHAJVE3wgA9q72frHCI947duzQN998U+ZN1aRLPw6ndu3al42pjkfmPP300+Z8fn4+xTdqHMMwLvkDkzMFBgbKy8vL4e3uvPNOtWjRQi+//LLeeecdSdJ7772nPn36lPqRbf78+Zo9e7YyMjLUsGFDffLJJ+rbt6/27t2rZs2a6dChQ7r33nv1j3/8Q4MGDdKJEycUExNjt4/jx4+rd+/eeuedd9S3b1+dOXNGXbp0kZ+fn8efYgSgcugb6RsBlOauvpF+sXIqPOK9bt06/frrr+rWrZtiY2M1ePBgSdJTTz2l2NhY887lZT0y5/ePw7k45lKPzClR0Ufm1KlTx24CapqCggJdc801bpkq23F7e3trzJgx+te//qXs7GxJ0uuvv64nnniiVGzJDRgbNmwoSerVq5dat25t/qA3d+5chYaGatCgQZKk+vXra+DAgXb7eO211xQWFqa+fftKkq655ho9+OCDmjNnTqXyB+D56BvpGwGU5q6+kX6xcio84j1hwgRNmDDBnM/OzlazZs00e/Zs8zneJY/MueeeeyT99sic6dOnS7J/ZE6HDh0kXfqROSU3cOOROYBnGz58uCZMmKDZs2fr/vvvV4sWLezu0yBJv/zyi/773/+qRYsWdstvvvlm86kG+/btK/UDW+PGje3md+3apaNHj5r9jiSdOXNGfn5+Kioqkp+fXzW2DAAqj74RAOxdzf2iQzdXu5zx48dr5MiRGjt2rEJCQi75yJxhw4YpMDDwko/M6dmzp7y8vHhkDq4agYGBOnPmjNteuyrbPvHEE5o9e7b27dunV155pVRMeY+PkGSermQYRoVOXQoPD9fGjRsrnS+AmoW+kb4RQGnu6hvpFyunUoX3U089pa+//tr8d+vWrfXOO+9o4MCB5rn0AQEBqlu3bpmPzDlz5oyio6Pl5+enFi1alPnInISEBEVFRUmSOnXqxCNzcFXw8vIy74lQ04waNUopKSny8/NTq1atSq2vU6eOGjdurIMHD9ot//7779W5c2dJ0i233KJly5bZrf/vf/9rN//HP/5Rb775poqLi82+5fjx45oyZYpee+216mwSAA9B30jfCKC0mto3Xq39osPP8Zak2bNn6+uvv5ZhGPr3v/9tXhwvXXhkTmZmpr766it98MEHuvHGG+22LXlkzo4dO5Senq5ly5bp2muvtYspeWTO9u3btX37dr366qulLrgH4FkaNmyolStXXvJHsueee06LFy/WsWPHJEmffPKJ9u3bp7Fjx0qSHn/8ceXk5Ojdd9+VJJ08edKuf5EudNYFBQVasGCBpAu/eL7wwgsKCQlxRrMAoEroGwHA3tXaL1aq8AZwdUtPT1dsbKxycnIUGxtr/sJ4xx13qHXr1pIu3I3yqaeekiQNHjxY7733nh577DHFx8erR48eioqK0oQJE7R+/Xo1a9ZMktSkSROtXLlSzz77rG677Tb99a9/1dChQ83XOXPmjEJCQvTpp59q6dKlat++vbp27aqgoCCNHz/eLe8FAJSgbwQAe/SLv/EyLnUSfQ2Wn5+v4OBg5eXlcYfzalTVZ3OfKyjQg+1vliQty/xeARddIzKwVelnxAPOdLX1FVdbe68UF/e99KVwpqutn7ja2nu1crQflehLYa+qfQUj3gAAAAAAOBGFNwAAAAAATkThDQAAAACAE1Xrc7wBAMDlVfV+GQDsWa1WJSYm6vPPP1dwcLDOnTunxMRE3X333e5ODU5CP4qahsIbAAAANdqLL76o1atX69tvv1VQUJB27Nihjh07Kj09Xbfeequ70wMATjUHAABAzfbvf/9bkZGRCgoKkiS1a9dOwcHB+uyzz9ycGQBcQOENAACAGm3QoEHavHmzfvzxR0nSxx9/rNzcXDVs2NDNmQHABZxqDgAAgBrt4Ycf1pkzZxQeHq7rr79e+/fv16BBg3TvvfeWirVarbJareZ8fn6+K1MFcJVixBsAAAA12rx58/TSSy9p+/bt2rt3r3bs2KHOnTvL17f0GFNycrKCg4PNKSwszA0ZA7jaUHgDAACgxjIMQ4mJiXr88cd10003SZJuvfVWrV27VsnJyaXik5KSlJeXZ06HDx92dcoArkIU3gAAAKixcnNzdfr0aTVt2tRuebNmzfSvf/2rVLzFYlGdOnXsJgBwNgpvAAAA1Fj169eXxWLR0aP2z3U+evSoatWq5aasAMAehTcAVINDhw7p/vvvV7du3dS2bVtFRETo888/N9fPmzdP7du3V3R0tPr3768jR47YbW8YhqZMmaL27dsrKipKQ4cOVV5enl1MYWGh4uPjFRERoYiICI0ePVqFhYUuaR8AeCpvb28NHz5cCxYs0KlTpyRJmZmZ+vTTT3Xfffe5OTsAuIDCGwCq6MSJE/rzn/+sxx57TJ999pm+/fZb3Xzzzdq9e7ckadWqVZo0aZI++ugjffnll7rttts0YMAAFRcXm/uYNWuWVqxYoS1btig9PV3+/v4aNmyY3euMGzdOu3fvVnp6utLT07V3714lJCS4tK0A4IlmzZqlO++8U927d1fnzp01YsQITZs2TaNHj3Z3agAgiceJAUCVvfTSS4qKilL37t0lSV5eXkpJSTEL66lTp2r48OFq0KCBJCk+Pl4vvPCC1q9frwEDBshms2natGl6/vnnFRgYKOlCkf2HP/xBu3btUnh4uE6ePKm5c+dq9erV8vHxkSSNGTNGf/nLXzRp0iRdd911bmg5PNWq/UcvH/Q7A1td76RMANcIDAzUSy+95O40AKBcjHgDQBW9++67iomJsVvWuHFjNW3aVKdOnVJmZqYiIyPNdcHBwWrZsqXS0tIkSTt37lRubq5dTJs2bVS7dm0zZtOmTSoqKrKLiYyMVFFRkTZt2uTM5gEAAKCKGPEGgCo4e/assrKyVFxcrAcffFDZ2dkKDAzU448/rnvuuUdZWVmSpNDQULvtQkNDzXVlxXh5ealhw4Z2Mb6+vqpfv74ZExISIh8fHzOmLFarVVar1ZzPz8+vYosBAADgKApvAKiC06dPS5LGjx+vDRs2qH379kpPT1dMTIxsNpsaNWok6cLja37PYrGooKBAksz/Xi7G39+/1Ov7+/ubMWVJTk7W888/X7nGAQAAoFpwqjkAVIG394VudMCAAWrfvr0kKSoqSnfffbdmzZplXrP9+1HnkvmSdRWNKesO5oWFhWZMWZKSkpSXl2dOhw8frkwzAQAAUAWMeANAFYSEhMhisejGG2+0W96kSRNt2LBBzZs3lyTl5OTYrc/JyVHPnj0lyS6mZD+GYejYsWPmuubNm+v8+fM6ceKEebp5bm6ubDabGVMWi8VSaiQdAABcHjeqRHVixBsAqsDX11e33367jh61/5/zsWPH1LhxY9WtW1ft2rVTRkaGuS4/P18HDhxQjx49JElt27ZVSEiIXcy+fft09uxZM6Zr167y8/Ozi8nIyJCfn5+6du3qzCYCAACgihjxhkfhl0XURM8884wGDx6s//znP2rWrJkOHTqk9957T6mpqZIuXP89cuRIjR07ViEhIUpNTVV4eLj69esnSfLx8VFiYqLmzJmjYcOGKTAwUC+//LLuuOMOhYeHS5Lq1aunuLg4zZw5Uz179pSXl5dmz56tuLg4HiUGAADg4Si8AaCK+vTpo9dee02DBg1SYGCgzp8/r5dfflkPPfSQJGngwIE6fvy4evfurYCAANWtW1dr1641rw+XLjyT+8yZM4qOjpafn59atGihJUuW2L1OSkqKEhISFBUVJUnq1KmTUlJSXNdQAAAAVAqFNwBUg6FDh2ro0KHlro+Li1NcXFy56728vDRx4kRNnDix3BiLxWKOogMAAKDm4BpvAAAAAACciMIbAAAAAAAnovAGAAAAAMCJKLwBAAAAAHAiCm8AAAAAAJyIwhsAAAAAACei8AYAAAAAwIkovAEAAAAAcCIKbwAAAAAAnIjCGwAAAAAAJ6LwBgAAAADAiSi8AQAAAABwIgpvAAAAAACciMIbAAAAAAAnovAGAAAAAMCJfN2dANxr1f6j7k4BAAAAAK5ojHgDAAAAAOBEFN4AAAAAADiRQ4X36tWrNWDAAPXs2VOdO3dWRESEVqxYUSpu3rx5at++vaKjo9W/f38dOXLEbr1hGJoyZYrat2+vqKgoDR06VHl5eXYxhYWFio+PV0REhCIiIjR69GgVFhZWookAAAAAALiPQ4X3G2+8ofvuu0+ffvqptmzZosmTJ+uBBx7Qd999Z8asWrVKkyZN0kcffaQvv/xSt912mwYMGKDi4mIzZtasWVqxYoW2bNmi9PR0+fv7a9iwYXavNW7cOO3evVvp6elKT0/X3r17lZCQUMXmAgAAAADgWg4V3lOnTtWQIUPM+djYWBUXF+v777+3ixk+fLgaNGggSYqPj9euXbu0fv16SZLNZtO0adM0cuRIBQYGSrpQZK9Zs0a7du2SJJ08eVJz587V2LFj5ePjIx8fH40ZM0ZvvPGGfv7556q1GAAAAAAAF3Ko8I6IiJCv74UboRcVFSklJUW33HKLevbsKUk6deqUMjMzFRkZaW4THBysli1bKi0tTZK0c+dO5ebm2sW0adNGtWvXNmM2bdqkoqIiu5jIyEgVFRVp06ZNlWwqADjH5MmT9ac//UmxsbHmdNddd9nFcAkOAADA1atSN1cbOXKkQkJCtGHDBn388ce65pprJElZWVmSpNDQULv40NBQc11ZMV5eXmrYsKFdjK+vr+rXr2/GhISEyMfHx4y5mNVqVX5+vt0EAK4ye/Zsbdy40ZxWr15truMSHAAAgKtbpQrvOXPm6OTJk+revbuio6N19OiFZ0EXFBRIkiwWi128xWIx11U0xt/fv9Tr+vv7mzEXS05OVnBwsDmFhYVVpmkAUO24BAcAAODqVunHifn4+Gjy5MkyDEMzZ86UJPOA0Wq12sVarVZzXUVjyjp9srCw0Iy5WFJSkvLy8szp8OHDlW0aAFQbLsEBAACAQ4X3xcWwt7e3WrRooT179kiSmjdvLknKycmxi8vJyTHXlRVjGIaOHTtmF3P+/HmdOHHCjMnNzZXNZjNjLmaxWFSnTh27CQBc5e2331ZsbKyio6M1fPhw/fDDD5LcewmOxGU4AAAAnsChwrt9+/allh09elSNGjWSJNWtW1ft2rVTRkaGuT4/P18HDhxQjx49JElt27ZVSEiIXcy+fft09uxZM6Zr167y8/Ozi8nIyJCfn5+6du3qSMoA4HSNGzdWu3btlJaWps2bN6tZs2aKiIjQkSNH3HoJjsRlOAAAAJ7AocJ7z549+uCDD8z5v//979q/f7+GDx9uLhs/frwWL16s3NxcSVJqaqrCw8PVr18/SRdOUU9MTNScOXPMg8WXX35Zd9xxh8LDwyVJ9erVU1xcnGbOnCmbzabi4mLNnj1bcXFxuu6666rWYgCoZo888ojGjBkjX19feXt7a8KECQoICNDrr7/u1ktwJC7DAQAA8AS+jgS/8sormjp1qqZNmyabzSYvLy+tWbNGnTt3NmMGDhyo48ePq3fv3goICFDdunW1du1aeXv/VuOPGTNGZ86cUXR0tPz8/NSiRQstWbLE7rVSUlKUkJCgqKgoSVKnTp2UkpJSlbYCgEv4+PioadOm+uGHHy55CU7Joxh/H3PjjTdKuvQlOCWnm1/uEhzpwqj5xSPpAAAAcC2HCu8nn3xSTz755GXj4uLiFBcXV+56Ly8vTZw4URMnTiw3xmKxKDU11ZH0AMAt4uPj9corr9gt++mnn9SlSxe7S3DuueceSb9dgjN9+nRJ9pfgdOjQQdKlL8Hp06ePJC7BAQAAqCkqfVdzAMAFa9as0Zo1a8z5BQsW6Pjx43rkkUckcQkOAADA1c6hEW8AQGlTp07V7NmzNWvWLFmtVvn7++vTTz9VmzZtJHEJDgC4wqFDh/S///u/ys3N1YkTJ+Tn56cZM2boz3/+s7tTAwAKbwCoqiFDhmjIkCGXjOESHABwnhMnTujPf/6z3nzzTXXv3l2GYWjw4MHavXs3hTcAj0DhDQAAgBrtpZdeUlRUlLp37y7pwo+ZKSkpKi4udnNmAHAB13gDAACgRnv33XcVExNjt6xx48Zq2rSpexICgIsw4g0AAIAa6+zZs8rKylJxcbEefPBBZWdnKzAwUI8//rj5NInfs1qtslqt5nx+fr4r0wVwlaLwBgAAQI11+vRpSReeILFhwwa1b99e6enpiomJkc1m0/33328Xn5ycrOeff94NmQK4mnGqOQAAAGqskidEDBgwQO3bt5ckRUVF6e6779asWbNKxSclJSkvL8+cDh8+7NJ8AVydGPEGAABAjRUSEiKLxaIbb7zRbnmTJk20YcOGUvEWi0UWi8VV6QGAJEa8AQAAUIP5+vrq9ttv19GjR+2WHzt2TI0bN3ZTVgBgj8IbAAAANdozzzyj999/X//5z38kSYcOHdJ7772n0aNHuzkzALiAU80BAABQo/Xp00evvfaaBg0apMDAQJ0/f14vv/yyHnroIXenBgCSKLwBAKiyVfuPXj4IgFMNHTpUQ4cOdXcaqCT6UVzpONUcAAAAAAAnovAGAAAAAMCJKLwBAAAAAHAiCm8AAAAAAJyIm6sBAHCVc/SmRgNbXe+kTAAAuDIx4g0AAAAAgBNReAMAAAAA4EQU3gAAAAAAOBGFNwAAAAAATsTN1VCjcUMgAAAAAJ6OEW8AAAAAAJyIwhsAqtGrr74qLy8vbdy40W75vHnz1L59e0VHR6t///46cuSI3XrDMDRlyhS1b99eUVFRGjp0qPLy8uxiCgsLFR8fr4iICEVERGj06NEqLCx0dpMAAABQRZxqDgDV5KefftKMGTNKLV+1apUmTZqknTt3qkGDBpoyZYoGDBig7du3y9v7wu+fs2bN0ooVK5Senq7AwEA98sgjGjZsmFavXm3uZ9y4cdqzZ4/S09MlSX369FFCQoJeeeUV1zQQAACUi0sgcSmMeANANXnyySeVlJRUavnUqVM1fPhwNWjQQJIUHx+vXbt2af369ZIkm82madOmaeTIkQoMDJR0oches2aNdu3aJUk6efKk5s6dq7Fjx8rHx0c+Pj4aM2aM3njjDf38888uaiEAAAAqg8IbAKrB2rVr5efnpz59+tgtP3XqlDIzMxUZGWkuCw4OVsuWLZWWliZJ2rlzp3Jzc+1i2rRpo9q1a5sxmzZtUlFRkV1MZGSkioqKtGnTJmc2DQAAAFXEqeYAUEVnz57Vc889p48//lhWq9VuXVZWliQpNDTUbnloaKi5rqwYLy8vNWzY0C7G19dX9evXN2NCQkLk4+NjxpTFarXa5ZSfn1+ZJgIAAKAKGPEGgCqaMGGC4uLidP31pa/VKigokCRZLBa75RaLxVxX0Rh/f/9S+/f39zdjypKcnKzg4GBzCgsLc6BlAAAAqA4U3gBQBTt27NA333yjuLi4MteXXLN98Ui41Wo111U0pqw7mBcWFpoxZUlKSlJeXp45HT58uIItAwAAQHXhVHMAqIJ169bp119/Vbdu3SRJ586dkyQ99dRTuvbaa5WSkiJJysnJsdsuJydHPXv2lCQ1b97cXHbjjTdKuvB4sWPHjpnrmjdvrvPnz+vEiRPm6ea5ubmy2WxmTFksFkupkXQAAAC4FiPeAFAFEyZMUGZmpjZu3KiNGzfqnXfekSTNnj1bGzduVGRkpNq1a6eMjAxzm/z8fB04cEA9evSQJLVt21YhISF2Mfv27dPZs2fNmK5du8rPz88uJiMjQ35+furatasrmgoAAIBKovAGACcbP368Fi9erNzcXElSamqqwsPD1a9fP0mSj4+PEhMTNWfOHPN67Zdffll33HGHwsPDJUn16tVTXFycZs6cKZvNpuLiYs2ePVtxcXG67rrr3NMwAAAAVAinmgNANXnqqaf09ddfm/9u3bq13nnnHQ0cOFDHjx9X7969FRAQoLp162rt2rXy9v7tt88xY8bozJkzio6Olp+fn1q0aKElS5bY7T8lJUUJCQmKioqSJHXq1Mk8lR0AAACei8IbAKrJ7Nmzy10XFxdX7g3YpAuPD5s4caImTpxYbozFYlFqampVUgQAAIAbcKo5AAAAAABOROENAAAAAIATUXgDAAAAAOBEFN4AAAAAADgRhTcAAAAAAE5E4Q0AAAAAgBNReAMAAAAA4EQU3gAAAAAAOJHDhfeKFSvUq1cvde/eXZGRkRo0aJCysrLsYubNm6f27dsrOjpa/fv315EjR+zWG4ahKVOmqH379oqKitLQoUOVl5dnF1NYWKj4+HhFREQoIiJCo0ePVmFhYSWaCAAAAACA+zhceA8dOlTjxo3Thg0b9M033ygoKEh9+vTRuXPnJEmrVq3SpEmT9NFHH+nLL7/UbbfdpgEDBqi4uNjcx6xZs7RixQpt2bJF6enp8vf317Bhw+xeZ9y4cdq9e7fS09OVnp6uvXv3KiEhoYrNBQAAAADAtRwuvO+66y716tXrwsbe3ho1apQOHjyozMxMSdLUqVM1fPhwNWjQQJIUHx+vXbt2af369ZIkm82madOmaeTIkQoMDJR0oches2aNdu3aJUk6efKk5s6dq7Fjx8rHx0c+Pj4aM2aM3njjDf38889VbzUAAAAAAC7icOG9cuVKu/mAgABJF04NP3XqlDIzMxUZGWmuDw4OVsuWLZWWliZJ2rlzp3Jzc+1i2rRpo9q1a5sxmzZtUlFRkV1MZGSkioqKtGnTJkdTBgAAAADAbXyruoOtW7eqUaNGio6O1s6dOyVJoaGhdjGhoaHmdeAl//19jJeXlxo2bGgX4+vrq/r165sxISEh8vHxKXU9eQmr1Sqr1WrO5+fnV7VpAAAAAABUWZXuam61WpWSkqLU1FT5+fmpoKBAkmSxWOziLBaLua6iMf7+/qVez9/f34y5WHJysoKDg80pLCysKk0DAAAAAKBaVKnwfvzxx3XPPfdo0KBBkmRes/37keeS+ZJ1FY0p6w7mhYWFZszFkpKSlJeXZ06HDx+uQssAAAAAAKgelS68ExMT5evrq6lTp5rLmjdvLknKycmxi83JyTHXlRVjGIaOHTtmF3P+/HmdOHHCjMnNzZXNZjNjLmaxWFSnTh27CQAAAAAAd6tU4T19+nRlZ2dr/vz58vLy0vbt27V9+3bVrVtX7dq1U0ZGhhmbn5+vAwcOqEePHpKktm3bKiQkxC5m3759Onv2rBnTtWtX+fn52cVkZGTIz89PXbt2rVRDAQAAAABwB4cL77lz52rp0qWKj49XZmamMjIytHbtWn333XeSpPHjx2vx4sXKzc2VJKWmpio8PFz9+vWTJPn4+CgxMVFz5swxr9d++eWXdccddyg8PFySVK9ePcXFxWnmzJmy2WwqLi7W7NmzFRcXp+uuu65aGg4AAIAry6uvviovLy9t3LjR3akAgB2H7mr+yy+/aOTIkSouLlanTp3s1i1cuFCSNHDgQB0/fly9e/dWQECA6tatq7Vr18rb+7caf8yYMTpz5oyio6Pl5+enFi1aaMmSJXb7S0lJUUJCgqKioiRJnTp1UkpKSqUaCQAAgCvbTz/9pBkzZrg7DQAok0OFd1BQkGw222Xj4uLiFBcXV+56Ly8vTZw4URMnTiw3xmKxKDU11ZH0AAAAcJV68sknlZSUpCeeeMLdqQBAKVW6qzkAAADgbmvXrpWfn5/69Onj7lQAoEwU3gBQRatXr9aAAQPUs2dPde7cWREREVqxYkWpuHnz5ql9+/aKjo5W//79deTIEbv1hmFoypQpat++vaKiojR06FDl5eXZxRQWFio+Pl4RERGKiIjQ6NGjy3z8IgBcLc6ePavnnntOs2bNqlC81WpVfn6+3QQAzubQqebwfKv2H3V3CsBV54033tCQIUM0bNgwSRdGXv7yl7+oTZs2+uMf/yhJWrVqlSZNmqSdO3eqQYMGmjJligYMGKDt27eb98CYNWuWVqxYofT0dAUGBuqRRx7RsGHDtHr1avO1xo0bpz179ig9PV2S1KdPHyUkJOiVV15xcasBwDNMmDBBcXFxuv7665WdnX3Z+OTkZD3//PPOTwwAfocRbwCooqlTp2rIkCHmfGxsrIqLi/X999/bxQwfPlwNGjSQJMXHx2vXrl1av369JMlms2natGkaOXKkAgMDJV0ostesWaNdu3ZJkk6ePKm5c+dq7Nix8vHxkY+Pj8aMGaM33nhDP//8s6uaCwAeY8eOHfrmm28ueW+hiyUlJSkvL8+cDh8+7MQMAeACCm8AqKKIiAj5+l44gaioqEgpKSm65ZZb1LNnT0nSqVOnlJmZqcjISHOb4OBgtWzZUmlpaZKknTt3Kjc31y6mTZs2ql27thmzadMmFRUV2cVERkaqqKhImzZtcno7AcDTrFu3Tr/++qu6deum2NhYDR48WJL01FNPKTY21u4H0BIWi0V16tSxmwDA2TjVHACqyciRI7Vs2TL94Q9/0Mcff6xrrrlGkpSVlSVJCg0NtYsPDQ0115UV4+XlpYYNG9rF+Pr6qn79+mZMSEiIfHx8zJiLWa1WWa1Wc55rGQFcSSZMmKAJEyaY89nZ2WrWrJlmz56t2NhY9yUGABdhxBsAqsmcOXN08uRJde/eXdHR0Tp69MI9FwoKCiRdGGX5PYvFYq6raIy/v3+p1/X39zdjLpacnKzg4GBzCgsLq0ILAQAAUBkU3gBQjXx8fDR58mQZhqGZM2dKknnN9u9HnkvmS9ZVNKasO5gXFhaaMRfjWkYAV4unnnrK7lTzkn8DgCfgVHMAqKLCwkK7kWhvb2+1aNFCe/bskSQ1b95ckpSTk2O3XU5Ojnkd+O9jbrzxRkkXHi927Ngxc13z5s11/vx5nThxwjzdPDc3VzabzYy5mMViKTWKDgBXotmzZ7s7BQAoFyPeAFBF7du3L7Xs6NGjatSokSSpbt26ateunTIyMsz1+fn5OnDggHr06CFJatu2rUJCQuxi9u3bp7Nnz5oxXbt2lZ+fn11MRkaG/Pz81LVrV6e0DQAAAFVH4Q0AVbRnzx598MEH5vzf//537d+/X8OHDzeXjR8/XosXL1Zubq4kKTU1VeHh4erXr5+kC6eoJyYmas6cOeb12i+//LLuuOMOhYeHS5Lq1aunuLg4zZw5UzabTcXFxZo9e7bi4uJ03XXXuaq5AAAAcBCnmgNAFb3yyiuaOnWqpk2bJpvNJi8vL61Zs0adO3c2YwYOHKjjx4+rd+/eCggIUN26dbV27Vp5e//2++eYMWN05swZRUdHy8/PTy1atNCSJUvsXislJUUJCQmKioqSJHXq1EkpKSmuaSgAAAAqhcIbAKroySef1JNPPnnZuLi4OMXFxZW73svLSxMnTtTEiRPLjbFYLEpNTa1UngAAAHAPTjUHAAAAAMCJKLwBAAAAAHAiCm8AAAAAAJyIwhsAAAAAACei8AYAAAAAwIm4qzmuKqv2H3V4m4GtrndCJgAAAACuFox4AwAAAADgRIx4AwAAhzh69hBnDgEArnaMeAMAAAAA4EQU3gAAAAAAOBGFNwAAAAAATkThDQAAAACAE1F4AwAAAADgRBTeAAAAAAA4EY8TAwAAAAAX49GMVxcKbwAAfsfRAyEAAIDLofAGAAAAUK34EROwxzXeAAAAAAA4EYU3AAAAAABOROENAAAAAIATUXgDAAAAAOBEFN4AUA1WrFihXr16qXv37oqMjNSgQYOUlZVlFzNv3jy1b99e0dHR6t+/v44cOWK33jAMTZkyRe3bt1dUVJSGDh2qvLw8u5jCwkLFx8crIiJCERERGj16tAoLC53ePgAAAFQehTcAVIOhQ4dq3Lhx2rBhg7755hsFBQWpT58+OnfunCRp1apVmjRpkj766CN9+eWXuu222zRgwAAVFxeb+5g1a5ZWrFihLVu2KD09Xf7+/ho2bJjd64wbN067d+9Wenq60tPTtXfvXiUkJLi0rQAAAHAMhTcAVIO77rpLvXr1kiR5e3tr1KhROnjwoDIzMyVJU6dO1fDhw9WgQQNJUnx8vHbt2qX169dLkmw2m6ZNm6aRI0cqMDBQ0oUie82aNdq1a5ck6eTJk5o7d67Gjh0rHx8f+fj4aMyYMXrjjTf0888/u7rJAAAAqCAKbwCoBitXrrSbDwgIkHTh1PBTp04pMzNTkZGR5vrg4GC1bNlSaWlpkqSdO3cqNzfXLqZNmzaqXbu2GbNp0yYVFRXZxURGRqqoqEibNm1yWtsAAABQNb7uTgAArkRbt25Vo0aNFB0drZ07d0qSQkND7WJCQ0PN68BL/vv7GC8vLzVs2NAuxtfXV/Xr1zdjQkJC5OPjU+p68hJWq1VWq9Wcz8/Pr4bWAQAAwBGMeANANbNarUpJSVFqaqr8/PxUUFAgSbJYLHZxFovFXFfRGH9//1Kv5+/vb8ZcLDk5WcHBweYUFhZWtcYBAADAYRTeAFDNHn/8cd1zzz0aNGiQJJnXbP9+5LlkvmRdRWPKuoN5YWGhGXOxpKQk5eXlmdPhw4er0DIAAABUBoU3AFSjxMRE+fr6aurUqeay5s2bS5JycnLsYnNycsx1ZcUYhqFjx47ZxZw/f14nTpwwY3Jzc2Wz2cyYi1ksFtWpU8duAgAAgGtReANANZk+fbqys7M1f/58eXl5afv27dq+fbvq1q2rdu3aKSMjw4zNz8/XgQMH1KNHD0lS27ZtFRISYhezb98+nT171ozp2rWr/Pz87GIyMjLk5+enrl27uqiVAAAAcBSFNwBUg7lz52rp0qWKj49XZmamMjIytHbtWn333XeSpPHjx2vx4sXKzc2VJKWmpio8PFz9+vWTJPn4+CgxMVFz5swxr9d++eWXdccddyg8PFySVK9ePcXFxWnmzJmy2WwqLi7W7NmzFRcXp+uuu84NrQYAAEBFVOqu5oWFhZo0aZJSUlL0/fffq2nTpnbr582bp3nz5qlWrVq69tprNX/+fN1www3mesMw9MILL+j999+Xr6+vWrZsqTlz5ig4ONjuNRISErRlyxZJUnR0tGbMmFHmjYUAwJ1++eUXjRw5UsXFxerUqZPduoULF0qSBg4cqOPHj6t3794KCAhQ3bp1tXbtWnl7//b755gxY3TmzBlFR0fLz89PLVq00JIlS+z2l5KSooSEBEVFRUmSOnXqpJSUFCe3EAAAAFXhcOGdnZ2tBx54QC1btpTNZiu1ftWqVZo0aZJ27typBg0aaMqUKRowYIC2b99uHmDOmjVLK1asUHp6ugIDA/XII49o2LBhWr16tbmfcePGac+ePUpPT5ck9enTRwkJCXrllVcq21YAcIqgoKAy+8OLxcXFKS4urtz1Xl5emjhxoiZOnFhujMViUWpqaqXyBAAAgHs4fKr5mTNntHTpUo0YMaLM9VOnTtXw4cPVoEEDSVJ8fLx27dql9evXS5JsNpumTZumkSNHmnfhHTdunNasWaNdu3ZJkk6ePKm5c+dq7Nix8vHxkY+Pj8aMGaM33nhDP//8c6UaCgAAAACAOzhceIeHh+vmm28uc92pU6eUmZmpyMhIc1lwcLBatmyptLQ0SdLOnTuVm5trF9OmTRvVrl3bjNm0aZOKiorsYiIjI1VUVKRNmzY5mjIAAAAAAG5TqWu8y5OVlSVJCg0NtVseGhpqrisrxsvLSw0bNrSL8fX1Vf369c2YkJAQ+fj4mDEXs1qtds+/zc/Pr4YWAQAAwNOtWLFCCxYskM1mU35+vho3bqyUlJRyH7UIAK5WrXc1L7kTr8VisVtusVjMdRWNKesmav7+/mbMxZKTkxUcHGxOYWFhVWsMAAAAaoShQ4dq3Lhx2rBhg7755hsFBQWpT58+OnfunLtTAwBJ1Vx4l1yz/fuR55L5knUVjSksLCy1/8LCQjPmYklJScrLyzOnw4cPV60xAAAAqBHuuusu9erVS5Lk7e2tUaNG6eDBg8rMzHRzZgBwQbUW3iWn8+Tk5Ngtz8nJMdeVFWMYho4dO2YXc/78eZ04ccKMyc3Nlc1mK/eUIYvFojp16thNAAAAuPKtXLnSbj4gIECSyhzIAQB3qNbCu27dumrXrp0yMjLMZfn5+Tpw4IB69OghSWrbtq1CQkLsYvbt26ezZ8+aMV27dpWfn59dTEZGhvz8/NS1a9fqTBkAAABXmK1bt6pRo0aKjo52dyoAIKmaC29JGj9+vBYvXqzc3FxJUmpqqsLDw9WvXz9Jko+PjxITEzVnzhzzeu2XX35Zd9xxh8LDwyVJ9erVU1xcnGbOnCmbzabi4mLNnj1bcXFxuu6666o7ZQAAAFwhrFarUlJSlJqaKj8/vzLX5+fn200A4GwO39W8sLBQvXr10unTpyVJgwcPVlhYmHmKz8CBA3X8+HH17t1bAQEBqlu3rtauXStv799q/DFjxujMmTOKjo6Wn5+fWrRooSVLlti9TkpKihISEhQVFSVJ6tSpk1JSUirbTgAAAFwFHn/8cd1zzz0aNGhQmeuTk5P1/PPPuzgrAFc7hwtvf39/bdy48ZIxcXFxiouLK3e9l5eXJk6cqIkTJ5YbY7FYlJqa6mh6AAAAuEolJibK19dXU6dOLTcmKSlJTz/9tDmfn5/P03AAOF21PscbAAAAcIfp06crOztb//jHP+Tl5aXt27dLkiIiIuziLBZLqcfaAoCzUXgDl7Fq/1GH4ge2ut5JmQAAgLLMnTtXS5cu1Ztvvmk+QmzdunVq2rRpqcIbANyBwhsAAAA11i+//KKRI0equLhYnTp1slu3cOFCN2UFAPYovD2co6OtAAAAV5OgoCDZbDZ3pwEAl1TtjxMDAAAAAAC/YcQbAAA4FffKAABc7RjxBgAAAADAiSi8AQAAAABwIgpvAAAAAACciMIbAAAAAAAnovAGAAAAAMCJuKs5AFSDwsJCTZo0SSkpKfr+++/VtGlTu/Xz5s3TvHnzVKtWLV177bWaP3++brjhBnO9YRh64YUX9P7778vX11ctW7bUnDlzFBwcbPcaCQkJ2rJliyQpOjpaM2bMkL+/v0vaCAAA3IcnRNRsjHgDQBVlZ2crJiZGP/30k2w2W6n1q1at0qRJk/TRRx/pyy+/1G233aYBAwaouLjYjJk1a5ZWrFihLVu2KD09Xf7+/ho2bJjdfsaNG6fdu3crPT1d6enp2rt3rxISEpzePgAAAFQNhTcAVNGZM2e0dOlSjRgxosz1U6dO1fDhw9WgQQNJUnx8vHbt2qX169dLkmw2m6ZNm6aRI0cqMDBQ0oUie82aNdq1a5ck6eTJk5o7d67Gjh0rHx8f+fj4aMyYMXrjjTf0888/u6CVAAAAqCwKbwCoovDwcN18881lrjt16pQyMzMVGRlpLgsODlbLli2VlpYmSdq5c6dyc3PtYtq0aaPatWubMZs2bVJRUZFdTGRkpIqKirRp0yZnNAsAAADVhGu8AcCJsrKyJEmhoaF2y0NDQ811ZcV4eXmpYcOGdjG+vr6qX7++GRMSEiIfHx8zpixWq1VWq9Wcz8/Pr2KLAAAA4ChGvAHAiQoKCiRJFovFbrnFYjHXVTSmrJuo+fv7mzFlSU5OVnBwsDmFhYVVvjEAAACoFApvAHCikmu2fz/qXDJfsq6iMYWFhaX2X1hYaMaUJSkpSXl5eeZ0+PDhyjcGAAAAlULhDQBO1Lx5c0lSTk6O3fKcnBxzXVkxhmHo2LFjdjHnz5/XiRMnzJjc3FzZbDYzpiwWi0V16tSxmwAAAOBaFN4A4ER169ZVu3btlJGRYS7Lz8/XgQMH1KNHD0lS27ZtFRISYhezb98+nT171ozp2rWr/Pz87GIyMjLk5+enrl27uqg1AAAAqAxurgYATjZ+/HiNHDlSY8eOVUhIiFJTUxUeHq5+/fpJknx8fJSYmKg5c+Zo2LBhCgwM1Msvv6w77rhD4eHhkqR69eopLi5OM2fOVM+ePeXl5aXZs2crLi5O1113nTub5/FW7T/q7hQAAMBVjsIbAKqosLBQvXr10unTpyVJgwcPVlhYmFauXClJGjhwoI4fP67evXsrICBAdevW1dq1a+Xt/dtJR2PGjNGZM2cUHR0tPz8/tWjRQkuWLLF7nZSUFCUkJCgqKkqS1KlTJ6WkpLimkQAAAKg0Cm8AqCJ/f39t3LjxkjFxcXGKi4srd72Xl5cmTpyoiRMnlhtjsViUmppa2TQBAADgJhTeAAAAAC6Jy3aAquHmagAAAAAAOBEj3kA1c/QX4YGtrndSJgAAAAA8ASPeAAAAAAA4EYU3AAAAAABOROENAAAAAIATcY03AADwKNwrAwBwpWHEGwAAAAAAJ6LwBgAAAADAiSi8AQAAAABwIq7xBgAAAIArDPfL8CyMeAMAAAAA4EQU3gAAAAAAOBGnmruYo6d8AAAAAABqNka8AQAAAABwIgpvAAAAAACciFPNATfjjpMAAADAlY0RbwAAAAAAnIgRbwAAUKNx5hAAwNNReAMAahSeDgEAQPXjR0znovAGAAAArjL8iAm4lsdf4/3ee++pQ4cO6tKli2JiYrR79253pwQAbkW/CACl0TcC8GQePeKdnp6uYcOGKSMjQ61atdKSJUvUu3dv7d27V0FBQe5OD3ALTgO6utEvAkBp9I0APJ1Hj3hPnz5d/fr1U6tWrSRJQ4cO1fnz57V48WI3ZwYA7kG/CFTdqv1HHZ7g2egbAXg6jx7x3rBhg8aPH2/Oe3t7KyIiQmlpaRo1apQbM7uA/xEDcDVP7xcBwB3oGwHX4yxMx3hs4X3y5Enl5eUpNDTUbnloaKi2bdtWKt5qtcpqtZrzeXl5kqT8/Hyn5Vhw5hen7ftKda6gwPx3wZn/196dBjV1hX0A/yeILCq4gDCiUqE4LhQUZbGoQdw3dHCk6lgp2tepy7QWUHG0brWFcWkdUauOU8C+1nYstS1QNxyxuNQNq9alMgpKGQG1KOKCAs/7wTd3jATNDSQ5Nzy/GT/kcnLy/G/uObknibkPUVtbY8Fqmob/PSvvOI3wcX9zIyuinSOIyMKVvJnceRGwzNwo12/5JZYuQXF4LjW/pjSXKmleBJRxzmgOPJfKw/Oo+Sl9Hm3o3Cjswvvx/w8GOzs7ne12dnbS316WmJiIFStW1NneqVMn0xTIGux/Bva2dAmMSR4+fAhnZ2dLl/FacudFgOfGpoDnUmYqSpgXAT5nZA3H8yiTw9i5UdiFt6OjIwDovCOpva3928sWLVqE2NhY6XZtbS3+++8/tGvXDiqVStZjV1RUoFOnTigqKoKTk5MR1YvN2vMB1p/R2vMB5stIRHj48CE6dOhgssdoLHLnRUD+3Ki0Y0tp9QLKq1lp9QLKq1m0epU0LwLmP2cU7flqTNacDbDufJzN9Bo6Nwq78G7Xrh2cnZ1RUqL7tZmSkhJ4eXnVaW9nZ1fnnc7WrVs3qAYnJyerO3BfZu35AOvPaO35APNkVMInOoD8eREwfm5U2rGltHoB5dWstHoB5dUsUr1KmRcBy50zivR8NTZrzgZYdz7OZloNmRuF/lXz8PBwnDlzRrpNRMjLy8OQIUMsWBVjjFkOz4uMMVYXz42MMdEJvfBOSEjA77//jmvXrgEAdu7cCRsbG0RHR1u4MsYYswyeFxljrC6eGxljohP2q+YAEBQUhLS0NEyZMgUODg5Qq9XYv38/WrVqZdLHtbOzw7Jly+p8DclaWHs+wPozWns+oGlkNIap50Wl7Xel1Qsor2al1Qsor2al1Ssic54zWvPzZc3ZAOvOx9nEpyKlXCuCMcYYY4wxxhhTIKG/as4YY4wxxhhjjCkdL7wZY4wxxhhjjDET4oU3Y4wxxhhjjDFmQopfeO/Zswd9+/bFgAEDoNFocOnSpde2P3r0KEJCQqDRaBASEoLc3Fyj+qyoqMCMGTOgUqn0Pg4RYeXKlQgICEBQUBCmTp2KBw8eWE3Gx48f46uvvsLAgQMxaNAgBAQEIDY2FpWVlVaR71UTJkwwqF19RM6Yk5ODoUOHYtCgQejatSuGDBmC27dvW0W+mzdvYsKECQgMDMTAgQMxdOhQXLx4UVY2kVlqv2/duhUBAQEIDQ3F6NGjUVxcrPP3sLCwOv+WLVsmdM2A/rHw7bffCldvYWEh3N3d6+xjFxcXLF26VNh9XN94FLXeO3fuICYmBqGhoejTpw8iIq0E9FkAAA8lSURBVCJQVFRkcP+mqNmc5x5NndznWCszMxMqlQqpqammLbAB5GRLTU1Ft27d6sw3T548MWPFhpP7vN29excffvghwsLC0LdvX/j6+uLHH380U7XyyMmm73XY19cXnTt3NmPFhpOTjYiwatUq+Pv7Q6PRoG/fvti2bZsZq20AUrCTJ09Sy5Yt6erVq0RElJaWRh4eHlRRUaG3fWFhITk5OdHhw4eJiCgnJ4ecnJyosLBQVp95eXkUEBBAEydOpPp24bp166hnz5706NEjIiKKiYmhiIgIq8mYm5tL7du3p6KiIiIiun//Pvn6+tL7779vFflelpGRQa1bt35jOyVmzM3NJW9vb+l5rKiooC5dutDFixetIl///v1p4sSJVFNTQ0RE69evp44dO9LTp08NzicqS+339PR0cnNzo9LSUiIiWrFiBfXq1Uvax0REGo1GcTXrGwsdOnQgR0dH4eotKCig6Ohonceurq4md3d32rVrl7D7WN94bN++vZD11tTUUEhICE2dOpVqa2uJiGjhwoXUs2dPOnbsmLBzXmOdezR1cucqrcrKSvL39ycAlJKSYoZK5ZObLSUlRdgsr5Kbraqqivz9/SktLU3aFh8fT3FxcWapVw652fS9DsfFxVF8fLwpyzSK3Gzbt28nJycn+vfff4mI6NatW+Tk5ESZmZlmq9lYil54R0ZGUlRUlHS7pqaG3NzcKDk5WW/72NhYCgoK0tkWGBioM8AM6fPEiRN0+/ZtSklJ0fviV11dTa6urrR582Zp26VLlwiArAWNyBn/+usvWrVqlc62NWvWkL29PVVXVys+n1ZlZSX5+flRYmKi0QtvkTMGBgbSN998o7MtLy/vjScXSsnXsmVLveMwLy/P4HyistR+DwgIoAULFki379+/T82aNaOMjAxpW30Lb5Fr1jcWwsPDKTIyUrh6nz17Jp1waGVkZFBgYKDQ+7i+8Th06FDh6v3zzz8JAJ09e1ZqU1ZWRgAoJCREyDmvMc89mjq540grNjaWtmzZIvTCW242JS285WbbtGkTBQcH62y7c+cOXb582aR1GkNuths3bujc1r45e+nSJZPWaQy52ebOnat3Tv34449NWmdjUPRXzQ8dOoTAwEDptlqtRp8+fZCdna23fXZ2tk57AAgMDNRpb0ifISEhcHd3r7euCxcu4M6dOzr9dO/eHS1atKi3tvqImtHf3x+LFy/W2WZvb4+amhrU1tYaFs7AWl5mrnxan332GWbNmmVQ2/qImrGoqAinT5+GRqPR2d67d29Z1z0VNR/w4r8I7NmzR/pK3M6dO6FWq+Hi4mJwPlFZYr+Xl5cjLy9Pp42zszO6du1q0Nwmas31jYWzZ8+iX79+wtVra2sLDw8PncdJS0vD9OnThd3HgP7xCLy4/rJo9d68eRMA4ObmJrVxdXWFra1tnfuKMuc15rlHUyd3HAHAuXPncOrUKcycOdMcJRrNmGxKITdbenp6nXnfxcUF3bt3N2mdxpCbrUuXLjq39+3bB09PT/To0cOkdRpDbrZx48bhypUr0n8dPH/+PP7++2+d+VpUil1437t3Dw8ePKjzIuTu7o4bN27ovc+NGzde296YPut7HO39tFQqFdzc3GT1I3JGfU6cOIFx48bB1tbWoPai52uMF1GRM2onrIKCAowcORLvvvsuJkyYgAsXLhjch8j5AGD79u3o2LEjOnToAE9PT6xduxZffvklOnXqJKsf0Vhqv+ub2+p73E8++QQajQYDBw5EQkICCgsLha1Z31gYM2aMsPW+qry8HAcPHsSwYcOErvnV8bhmzRoAQLdu3YSr96233gIA3Lp1S/p7aWkpnj9/jmfPngk55zXWuUdTZ8zzUVtbizlz5mDTpk0N+j0YUzP2WMvMzER4eDj69++PqKgonDt3ztSlymZMtosXL8LBwQGzZs1CaGgoBg0ahC1btoCIzFGywRpjjkhNTUVMTIwpymsQY7INGTIEKSkpCA8PR48ePaTftJg9e7Y5Sm4QxS68Hz9+DACws7PT2W5nZyf9Td99XtfemD4bq7bG6sdcGV919epV7N+/XzqRMoTI+bQvops3b4ZabfwwETljeXk5gBef6u/YsQPHjx9HWFgYQkJCUFBQYFAfIucDgGnTpqGoqAhFRUUoLCzEzp074evrK6sPEVlqvxv6uL169cLo0aNx5MgRZGVl4eLFixg/frywNesbC9pPYV/9YSoR6n3Vrl27MGrUKOlNTxH3MVB3PG7YsEHYegMDA9GvXz+sWrUKT548QW1tLZYtW4ZmzZpZpGZDmOr1vakxZj9u3LgR/fv3h5+fn8nrawhjsrm5ucHHxwd79+7F0aNHMXLkSAQHBwu3+DYmW3l5ORITExEREYFjx45h27ZtWL58OVavXm3yeuVo6NguLy9HdnY2Jk2aZJL6GsKYbJmZmZg5cyb27duHy5cvIz8/HyNGjICjo6PJ620oxS68tTu3qqpKZ3tVVVW9O97R0fG17Y3ps7Fqa6x+zJXxZQ8fPsTkyZOxY8cO6VMCQ4icLzk5GaGhoQ1+ERU5o/YNhdmzZ8PV1RUAMHfuXLRp0wZbt241qA+R8507dw67du3C8uXL0bJlS6hUKowdOxbvvfcejh07ZnA/IrLUfjf0cdevX49hw4YBAFq1aoXVq1fj/Pnzwtasbyxo3znft2+fcPW+SvtJhsjHhb7xGBERAQB1rjQgQr0qlQpZWVnw8vJCeHg4Bg8ejF69ekmvCSLOeaZ4fW+K5O7H4uJibN++Xbpyg8iMOUZGjhyJxMREaWEUExMDf39/rF271rTFymRMNrVajaCgIIwcORIA4OPjg+nTp+Prr782bbEyNXRsa9+cdXZ2Nkl9DWFMtsWLFyMyMhJ9+vQBAHh5eSE/Px9z5841bbGNQLEL73bt2sHZ2RklJSU620tKSuDl5aX3Pl5eXq9tb0yf9T2O9n5aRITS0lJZ/YicUevp06cYP3485s2bh1GjRsm6r8j5Dhw4gGPHjkmXYEhKSgLw4vIMY8aMMbgfkTNqv27dsWNHaZtKpULnzp0N/sRb5Hz5+fkAoPNmkJ2dHdzd3ZGenm5wPyKy1H7XN7e96XEBwNvbGwDg4OAgZM36xoKLiwtsbGx0vmosSr0vu3LlCkpLSzF48GChjwt947FDhw5Qq9XIyckRrl4AaNOmDZKTk3HixAkcPnwYH330Ee7duwd7e3sh57zGOvdo6uQ+HwcOHAAAjB49WjpnAICkpCSEhYXh6NGjJq/ZUI11rHl7e+P69euNXV6DGJOtU6dOOvM+AHh6eqK0tFSoy6U19HlLTU3F9OnTTVVegxiTLT8/v84HfV26dMFPP/1kqjIbjWIX3gAQHh6OM2fOSLeJCHl5eRgyZIje9oMHD9ZpDwBnzpzRaS+3T338/Pzg6uqq08/Vq1fx6NEjWf0YU4+5MgJAdXU1oqKiEBkZiejoaADA7t27pa9tGkLUfFlZWTh+/DhycnKQk5ODhIQEAC+u85uZmWlwP8bUY66MAQEBcHR0rHPN7tLSUlnXeRQ1n/bHp17OV1NTg7KyMjg4OBjcj6gssd/btGmD3r1767SpqKjAtWvXpDZlZWX44osvdB5He33kXr16CVlzfWPBzs5O5114Uep9WWpqKqKjo6VP7UU9Luobj2q1Gnfv3hWuXgB13hC4desWiouLodFohJzzGvPco6mT83zExMTgwoUL0vmC9rhJSEhATk4O+vfvb66yDSL3WFu0aFGdr/wWFxcL+VspcrMNGDBA7zmQi4uLcOcJxs4RV65cQVlZGcLDw01dotHkZvPw8KjzvN2+fVu450wvc/x0uqmcPHmSWrVqRf/88w8REX333Xc613374IMPaOrUqVJ77bU0jxw5QkREf/zxB7Vq1arOtTRf1+fLXncZo3Xr1pGvr690Lc0ZM2bQ2LFjrSZjTU0NTZkyhSZNmkSnT5+W/o0ZM4YKCgoUn8/YdkrLmJCQQMHBwfT48WMiIvrll1/I3t5e6lfJ+Z49e0Y9e/akSZMmSdfm3bBhAzVr1ozOnDljcD5RWWq/p6enk7u7O5WVlRER0eeff17nGtNt27aV5oHq6mqKjo4mHx8f6TFFq5lI/1ho3rw5tWjRQsh6tfvWw8ODrl+/bnD/lqq5vvFoY2Mj7D7u2bOndO3t58+fU1RUFMXHxws75xE13rlHUyf3OX4VBL6cmNxsGo2GNmzYIN0+cOAAqdVqys7ONm/hBpCb7fz58+Tg4ECnTp0iIqJ79+6Rt7c3rVy50vzFv4Gxx+SCBQto6dKlZq1VLrnZvvzyS3JxcaGbN28S0Ys5tm3btjRv3jzzFy9TM8st+RsuKCgIaWlpmDJlChwcHKBWq7F//37pUkhPnz7F8+fPpfaenp7IzMzE/Pnz0bx5c1RVVSErKwuenp4G9wm8eNd72rRp0tciwsLC8M477yA5OVlq8+mnn6KyshKhoaGwtbWFj48PduzYYTUZ9+7di++//x4A8MMPP+jU/PJ+UGq+l4WFhem0GzFihPQJuNIzrlq1CkuWLEFwcDBat24NGxsbHDp0CF27dlV8PltbW2RlZWH+/PkIDg6WfhTp119/lf5fkJJZar9HRkairKwMw4cPh729Pdq0aYOMjAzpE1d3d3fExcVh8uTJsLe3R2VlJby9vXHw4EF4enoKWTOgfywcPnwYpaWlQtYLAAcPHsTbb7+t83U8UY+L+sbjb7/9hqqqKuHqBYDhw4dj+vTp8PDwABEhIiIC8fHxUKvVQs55QOOdezR1cseRVlJSkvS7EElJSUhNTa3zzQlLk5tt4cKF2LhxI3bv3i1dMvbnn3/G4MGDLRWhXnKz+fn5Yc+ePZgzZw5sbW1RXV2NmTNnIi4uzlIR6mXMMVlTU4OdO3ciNzfXEiUbTG62+fPnQ6VSYfz48XB0dERFRQVmzZqFJUuWWCqCwVREgv1mPmOMMcYYY4wxZkUU/X+8GWOMMcYYY4wx0fHCmzHGGGOMMcYYMyFeeDPGGGOMMcYYYybEC2/GGGOMMcYYY8yEeOHNGGOMMcYYY4yZEC+8GWOMMcYYY4wxE+KFN2OMMcYYY4wxZkK88GaMMcYYY4wxxkyIF96MMcYYY4wxxpgJ8cKbMcYYY4wxxhgzIV54M8YYY4wxxhhjJsQLb8YYY4wxxhhjzIT+D8mXgRaANkAoAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1000x1500 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1500 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the sample distribution of accepted draws (posterior)\n",
    "modes = {}\n",
    "for i in range(len(nu_vals)):\n",
    "    modes[i] = est.plot_posterior_sample(accepted[i], colors=['', 'lightblue', '', '', '', '', 'black'], legends=leg, nb_bins=20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "d359618a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------- Table 23: Bayesian estimation (nu=0.9) -------\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Mode</th>\n",
       "      <th>Mean</th>\n",
       "      <th>Std</th>\n",
       "      <th>5th perc.</th>\n",
       "      <th>95th perc.</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>$\\rho_μ$</th>\n",
       "      <td>0.770038</td>\n",
       "      <td>0.757845</td>\n",
       "      <td>0.044895</td>\n",
       "      <td>0.682019</td>\n",
       "      <td>0.829516</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>$\\rho_β$</th>\n",
       "      <td>0.926912</td>\n",
       "      <td>0.925347</td>\n",
       "      <td>0.016977</td>\n",
       "      <td>0.896178</td>\n",
       "      <td>0.951932</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>$\\rho_τres$</th>\n",
       "      <td>0.770416</td>\n",
       "      <td>0.749778</td>\n",
       "      <td>0.055807</td>\n",
       "      <td>0.651662</td>\n",
       "      <td>0.834550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>$\\rho_Trans$</th>\n",
       "      <td>0.915817</td>\n",
       "      <td>0.907517</td>\n",
       "      <td>0.032490</td>\n",
       "      <td>0.851058</td>\n",
       "      <td>0.958111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>$\\rho_G$</th>\n",
       "      <td>0.962708</td>\n",
       "      <td>0.960381</td>\n",
       "      <td>0.017934</td>\n",
       "      <td>0.927838</td>\n",
       "      <td>0.986062</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>$\\rho_pFE_tilde$</th>\n",
       "      <td>0.958448</td>\n",
       "      <td>0.952647</td>\n",
       "      <td>0.018818</td>\n",
       "      <td>0.919187</td>\n",
       "      <td>0.980780</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>$\\sigma_μ$</th>\n",
       "      <td>1.515220</td>\n",
       "      <td>1.545446</td>\n",
       "      <td>0.118583</td>\n",
       "      <td>1.360911</td>\n",
       "      <td>1.749844</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>$\\sigma_β$</th>\n",
       "      <td>0.069815</td>\n",
       "      <td>0.071269</td>\n",
       "      <td>0.014119</td>\n",
       "      <td>0.050099</td>\n",
       "      <td>0.096160</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>$\\sigma_τres$</th>\n",
       "      <td>2.501307</td>\n",
       "      <td>2.517122</td>\n",
       "      <td>0.289788</td>\n",
       "      <td>2.035622</td>\n",
       "      <td>2.989498</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>$\\sigma_Trans$</th>\n",
       "      <td>0.001313</td>\n",
       "      <td>0.001313</td>\n",
       "      <td>0.000096</td>\n",
       "      <td>0.001165</td>\n",
       "      <td>0.001481</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>$\\sigma_G$</th>\n",
       "      <td>0.000740</td>\n",
       "      <td>0.000745</td>\n",
       "      <td>0.000057</td>\n",
       "      <td>0.000655</td>\n",
       "      <td>0.000843</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>$\\sigma_pFE_tilde$</th>\n",
       "      <td>0.609042</td>\n",
       "      <td>0.611375</td>\n",
       "      <td>0.044955</td>\n",
       "      <td>0.541627</td>\n",
       "      <td>0.688740</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        Mode      Mean       Std  5th perc.  95th perc.\n",
       "$\\rho_μ$            0.770038  0.757845  0.044895   0.682019    0.829516\n",
       "$\\rho_β$            0.926912  0.925347  0.016977   0.896178    0.951932\n",
       "$\\rho_τres$         0.770416  0.749778  0.055807   0.651662    0.834550\n",
       "$\\rho_Trans$        0.915817  0.907517  0.032490   0.851058    0.958111\n",
       "$\\rho_G$            0.962708  0.960381  0.017934   0.927838    0.986062\n",
       "$\\rho_pFE_tilde$    0.958448  0.952647  0.018818   0.919187    0.980780\n",
       "$\\sigma_μ$          1.515220  1.545446  0.118583   1.360911    1.749844\n",
       "$\\sigma_β$          0.069815  0.071269  0.014119   0.050099    0.096160\n",
       "$\\sigma_τres$       2.501307  2.517122  0.289788   2.035622    2.989498\n",
       "$\\sigma_Trans$      0.001313  0.001313  0.000096   0.001165    0.001481\n",
       "$\\sigma_G$          0.000740  0.000745  0.000057   0.000655    0.000843\n",
       "$\\sigma_pFE_tilde$  0.609042  0.611375  0.044955   0.541627    0.688740"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print('------- Table 23: Bayesian estimation (nu=0.9) -------')\n",
    "# Statistics of the posterior distribution\n",
    "means_E1 = accepted[0].mean(axis=0)\n",
    "stds_E1  = accepted[0].std(axis=0)\n",
    "percentile5_E1 = np.percentile(accepted[0], 5, axis=0)\n",
    "percentile95_E1 = np.percentile(accepted[0], 95, axis=0)\n",
    "results_E1 = pd.DataFrame(dict({'Mode': modes[0], 'Mean': means_E1, 'Std': stds_E1, '5th perc.': percentile5_E1, '95th perc.': percentile95_E1}), index=leg)\n",
    "results_E1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "ae204f72",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------- Table 24: Bayesian estimation (nu=0.75) -------\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Mode</th>\n",
       "      <th>Mean</th>\n",
       "      <th>Std</th>\n",
       "      <th>5th perc.</th>\n",
       "      <th>95th perc.</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>$\\rho_μ$</th>\n",
       "      <td>0.756320</td>\n",
       "      <td>0.758126</td>\n",
       "      <td>0.044861</td>\n",
       "      <td>0.681668</td>\n",
       "      <td>0.829300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>$\\rho_β$</th>\n",
       "      <td>0.928273</td>\n",
       "      <td>0.925016</td>\n",
       "      <td>0.017138</td>\n",
       "      <td>0.895452</td>\n",
       "      <td>0.951706</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>$\\rho_τres$</th>\n",
       "      <td>0.763954</td>\n",
       "      <td>0.751584</td>\n",
       "      <td>0.055698</td>\n",
       "      <td>0.653744</td>\n",
       "      <td>0.835364</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>$\\rho_Trans$</th>\n",
       "      <td>0.906217</td>\n",
       "      <td>0.907508</td>\n",
       "      <td>0.032646</td>\n",
       "      <td>0.850929</td>\n",
       "      <td>0.958066</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>$\\rho_G$</th>\n",
       "      <td>0.964026</td>\n",
       "      <td>0.960286</td>\n",
       "      <td>0.017940</td>\n",
       "      <td>0.927832</td>\n",
       "      <td>0.986136</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>$\\rho_pFE_tilde$</th>\n",
       "      <td>0.958733</td>\n",
       "      <td>0.952631</td>\n",
       "      <td>0.019030</td>\n",
       "      <td>0.918862</td>\n",
       "      <td>0.981107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>$\\sigma_μ$</th>\n",
       "      <td>1.567031</td>\n",
       "      <td>1.556224</td>\n",
       "      <td>0.122765</td>\n",
       "      <td>1.368877</td>\n",
       "      <td>1.769180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>$\\sigma_β$</th>\n",
       "      <td>0.069285</td>\n",
       "      <td>0.071951</td>\n",
       "      <td>0.014374</td>\n",
       "      <td>0.050522</td>\n",
       "      <td>0.097471</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>$\\sigma_τres$</th>\n",
       "      <td>2.476114</td>\n",
       "      <td>2.509106</td>\n",
       "      <td>0.290294</td>\n",
       "      <td>2.028028</td>\n",
       "      <td>2.982233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>$\\sigma_Trans$</th>\n",
       "      <td>0.001296</td>\n",
       "      <td>0.001314</td>\n",
       "      <td>0.000098</td>\n",
       "      <td>0.001165</td>\n",
       "      <td>0.001484</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>$\\sigma_G$</th>\n",
       "      <td>0.000727</td>\n",
       "      <td>0.000744</td>\n",
       "      <td>0.000057</td>\n",
       "      <td>0.000657</td>\n",
       "      <td>0.000842</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>$\\sigma_pFE_tilde$</th>\n",
       "      <td>0.602501</td>\n",
       "      <td>0.610767</td>\n",
       "      <td>0.044509</td>\n",
       "      <td>0.541994</td>\n",
       "      <td>0.687579</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        Mode      Mean       Std  5th perc.  95th perc.\n",
       "$\\rho_μ$            0.756320  0.758126  0.044861   0.681668    0.829300\n",
       "$\\rho_β$            0.928273  0.925016  0.017138   0.895452    0.951706\n",
       "$\\rho_τres$         0.763954  0.751584  0.055698   0.653744    0.835364\n",
       "$\\rho_Trans$        0.906217  0.907508  0.032646   0.850929    0.958066\n",
       "$\\rho_G$            0.964026  0.960286  0.017940   0.927832    0.986136\n",
       "$\\rho_pFE_tilde$    0.958733  0.952631  0.019030   0.918862    0.981107\n",
       "$\\sigma_μ$          1.567031  1.556224  0.122765   1.368877    1.769180\n",
       "$\\sigma_β$          0.069285  0.071951  0.014374   0.050522    0.097471\n",
       "$\\sigma_τres$       2.476114  2.509106  0.290294   2.028028    2.982233\n",
       "$\\sigma_Trans$      0.001296  0.001314  0.000098   0.001165    0.001484\n",
       "$\\sigma_G$          0.000727  0.000744  0.000057   0.000657    0.000842\n",
       "$\\sigma_pFE_tilde$  0.602501  0.610767  0.044509   0.541994    0.687579"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print('------- Table 24: Bayesian estimation (nu=0.75) -------')\n",
    "# Statistics of the posterior distribution\n",
    "means_E2 = accepted[1].mean(axis=0)\n",
    "stds_E2  = accepted[1].std(axis=0)\n",
    "percentile5_E2 = np.percentile(accepted[1], 5, axis=0)\n",
    "percentile95_E2 = np.percentile(accepted[1], 95, axis=0)\n",
    "results_E2 = pd.DataFrame(dict({'Mode': modes[1], 'Mean': means_E2, 'Std': stds_E2, '5th perc.': percentile5_E2, '95th perc.': percentile95_E2}), index=leg)\n",
    "results_E2"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "195d8975",
   "metadata": {},
   "source": [
    "###### Shock decomposition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "4e018829",
   "metadata": {},
   "outputs": [],
   "source": [
    "ρ_mu_E1, ρ_beta_E1, ρ_Tax_E1, ρ_Trans_E1, ρ_G_E1, ρ_pFE_tilde_E1, σ_mu_E1, σ_beta_E1, σ_Tax_E1, σ_Trans_E1, σ_G, σ_pFE_tilde_E1 = np.array(results_E1.Mode)\n",
    "ρ_mu_E2, ρ_beta_E2, ρ_Tax_E2, ρ_Trans_E2, ρ_G_E2, ρ_pFE_tilde_E2, σ_mu_E2, σ_beta_E2, σ_Tax_E2, σ_Trans_E2, σ_G, σ_pFE_tilde_E2 = np.array(results_E2.Mode)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "bb20d83e",
   "metadata": {},
   "outputs": [],
   "source": [
    "data_decomp = pd.read_excel('data_PLF2023.xlsx', index_col=0)\n",
    "data_decomp = data_decomp.rename(columns={'pFE': 'pFE_tilde'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "579cdf93",
   "metadata": {},
   "outputs": [],
   "source": [
    "data_decomp['Y']   = data_decomp['Y'] * ss['Y'] / 100\n",
    "data_decomp['G']   = data_decomp['G'] * ss['G'] / 100\n",
    "data_decomp['TransEXO'] = data_decomp['TransEXO'] * ss['Trans'] / 100\n",
    "data_decomp['pi']   = data_decomp['pi'] / 100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "bf098a8b",
   "metadata": {},
   "outputs": [],
   "source": [
    "outputs_info = {'Y': {'label': 'Output', 'color': 'orangered'},\n",
    "         'pi': {'label': 'Inflation', 'color': 'crimson'},\n",
    "         'C': {'label': 'Consumption', 'color': 'tab:red'},\n",
    "         'w': {'label': 'Real wage', 'color': 'black'},\n",
    "         'r': {'label': 'Real interest rate', 'color': 'darkgrey'},\n",
    "         'i': {'label': 'Nominal interest rate', 'color': 'slategrey'},\n",
    "         'L': {'label': 'Hours worked', 'color': 'grey'},\n",
    "         'Br': {'label': 'Debt-to-GDP ratio', 'color': 'darkblue'},\n",
    "         'bouclier': {'label': 'Tariff shield', 'color': 'pink'},\n",
    "         'bouclier_Y': {'label': 'Tariff shield (% GDP)', 'color': 'pink'},\n",
    "         'bouclier_Yss': {'label': 'Tariff shield (% long-term GDP)', 'color': 'pink'},\n",
    "         'pFE': {'label': 'Energy price', 'color': 'royalblue'},\n",
    "         'pFE_tilde': {'label': 'Energy price', 'color': 'royalblue'},\n",
    "         'pFE_HA': {'label': 'Subsidised energy price', 'color': 'royalblue'},\n",
    "         'G': {'label': 'Public spending', 'color': 'yellowgreen'},\n",
    "         'subv': {'label': 'Energy subsidy', 'color': 'skyblue'},\n",
    "         'TransEXO': {'label': 'Transfers', 'color': 'darkgreen'},\n",
    "         'incomp': {'label': 'Incompressible consumption', 'color': 'palevioletred'},\n",
    "         'E': {'label': 'Household energy', 'color': 'red'},\n",
    "         'YFE': {'label': 'Firm energy', 'color': 'darkred'},\n",
    "         'piFE': {'label': 'Energy inflation', 'color': 'red'}}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "50648ea8",
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(len(nu_vals)):\n",
    "    globals()['inputs_info_E{}'.format(i+1)] = {'beta': {'label': 'Preference', 'color': 'lightpink', 'rho': ρ_beta_E1},\n",
    "         'Z': {'label': 'TFP', 'color': 'crimson', 'rho': 0.7},\n",
    "         'mu': {'label': 'Price markup', 'color': 'orange', 'rho': globals()['ρ_mu_E{}'.format(i+1)]},\n",
    "         'muw': {'label': 'Wage markup', 'color': 'orangered', 'rho': 0.6},\n",
    "         'pFE_tilde': {'label': 'Energy price', 'color': 'royalblue', 'rho': globals()['ρ_pFE_tilde_E{}'.format(i+1)]},\n",
    "         'G': {'label': 'Public spending', 'color': 'yellowgreen', 'rho': globals()['ρ_G_E{}'.format(i+1)]},\n",
    "         'subv': {'label': 'Energy subsidy', 'color': 'skyblue', 'rho': 0.8},\n",
    "         'Subv': {'label': 'Incompressible consumption', 'color': 'gold', 'rho': 0.8},\n",
    "         'Subv1': {'label': 'Pure transfers', 'color': 'chocolate', 'rho': 0.8},\n",
    "         'Subv2': {'label': 'Transfers for bottom 30%', 'color': 'chocolate', 'rho': 0.8},\n",
    "         'bouclier_Yss': {'label': 'Transfers to households', 'color': 'skyblue', 'rho': 0.8},\n",
    "         'TransEXO': {'label': 'Transfers', 'color': 'darkgreen', 'rho': globals()['ρ_Trans_E{}'.format(i+1)]},\n",
    "         'TaxEXO': {'label': 'Measurement error', 'color': 'navajowhite', 'rho': globals()['ρ_Tax_E{}'.format(i+1)]},\n",
    "         'rstar': {'label': 'Monetary policy', 'color': 'lightgrey', 'rho': 0.4},\n",
    "         'kappaw': {'label': 'Wage rigidity', 'color': 'lightgrey', 'rho': 0.95},\n",
    "         'χl': {'label': 'Income tax distortion', 'color': 'yellow', 'rho': 0},\n",
    "         'χc': {'label': 'Consumption tax distortion', 'color': 'yellow', 'rho': 0}}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "47a1fa6b",
   "metadata": {},
   "outputs": [],
   "source": [
    "pFE_tilde_E1 = (data_decomp['pFE_tilde'] - hist_mean['pFE']) * ss_E1['pFE_tilde'] / 100\n",
    "pFE_tilde_E2 = (data_decomp['pFE_tilde'] - hist_mean['pFE']) * ss_E2['pFE_tilde'] / 100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "753ce6a1",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load the tariff shield size from the benchmark scenario\n",
    "subv = util.load_result('Results/BenchmarkTariffShield.pickle')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "949a6fe5",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Tariff shield shock adaptation\n",
    "shock_adapt = pd.DataFrame([[0.5, 0.6, 0.7, 0.8, 0.9, 1.0], [0.250242708605920, 0.235033161993200, 0.223164073377885, 0.213643842525828, 0.205838001074490, 0.199321713740431]]).T\n",
    "shock_adapt.columns = ['nu', 'coefficient']\n",
    "shock_adapt = shock_adapt.set_index('nu')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "25b75e3a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Adapt the subventions in the various cases\n",
    "subv_E1 = shock_adapt.loc[nu_vals[0]].coefficient * subv / 0.2\n",
    "subv_E2 = np.mean([shock_adapt.loc[0.7].coefficient, shock_adapt.loc[0.8].coefficient]) * subv / 0.2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "eb256bb2",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Select the shocks and observed variables at play\n",
    "inputs  = ['G', 'TransEXO', 'TaxEXO', 'mu', 'beta', 'pFE_tilde', 'subv'] # Shocks\n",
    "outputs = ['Y', 'pi', 'G', 'TransEXO', 'Br', 'pFE_tilde', 'subv'] # Variables"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d26a01e9",
   "metadata": {},
   "source": [
    "###### Stationarise the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "87dddf76",
   "metadata": {},
   "outputs": [],
   "source": [
    "datas_df = data_decomp[outputs[:-1]]\n",
    "\n",
    "# Inflation rate\n",
    "datas_df['pi'] = datas_df['pi'].pct_change().fillna(0)\n",
    "\n",
    "# Detrend\n",
    "for elem in ['Y', 'G', 'TransEXO']: \n",
    "    datas_df[elem] = remove_trend(datas_df[elem], trend[elem])\n",
    "\n",
    "# Remove the historical means\n",
    "datas_df['Br'] = datas_df['Br'] - 4.0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "3a27038c",
   "metadata": {},
   "outputs": [],
   "source": [
    "datas_df_E1 = datas_df.copy()\n",
    "datas_df_E1['pFE_tilde'] = pFE_tilde_E1\n",
    "datas_df_E1['subv'] = subv_E1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "cf4b616c",
   "metadata": {},
   "outputs": [],
   "source": [
    "datas_df_E2 = datas_df.copy()\n",
    "datas_df_E2['pFE_tilde'] = pFE_tilde_E2\n",
    "datas_df_E2['subv'] = subv_E2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "0b19273d",
   "metadata": {},
   "outputs": [],
   "source": [
    "dates = data_decomp.index"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "47193c1a",
   "metadata": {},
   "source": [
    "###### Shock decomposition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "6ced08b7",
   "metadata": {},
   "outputs": [],
   "source": [
    "def build_impulses(G, inputs, outputs, T, inputs_info):\n",
    "    # Parameters of the shocks\n",
    "    rhos = {}\n",
    "    sigmas = {}\n",
    "    for i in range(len(inputs)):\n",
    "        rhos[inputs[i]] = inputs_info[inputs[i]]['rho']\n",
    "        sigmas[inputs[i]] = 1\n",
    "    \n",
    "    # Initialise\n",
    "    impulses = {}\n",
    "    G_new = {}\n",
    "    for out in outputs:\n",
    "        s = {}\n",
    "        for inp in inputs:\n",
    "            s[inp] = 0\n",
    "        G_new[out] = s\n",
    "        \n",
    "    for inp in inputs:\n",
    "        own_shock = sigmas[inp] * rhos[inp]**np.arange(T)\n",
    "        interm = {}\n",
    "        for out in outputs:\n",
    "            # Shocks that are inputs and outputs\n",
    "            if out in inputs:\n",
    "                if inp == out:\n",
    "                    interm[out] = np.eye(T) @ own_shock\n",
    "                    G_new[out][inp] = np.eye(T)\n",
    "                else:\n",
    "                    interm[out] = np.zeros(T)\n",
    "                    G_new[out][inp] = np.zeros((T, T))\n",
    "            # Other variables\n",
    "            else:\n",
    "                if inp in G[out].keys():\n",
    "                    if type(G[out][inp]) == ssj.classes.sparse_jacobians.SimpleSparse:\n",
    "                        interm[out] = G[out][inp].matrix(T) @ own_shock\n",
    "                        G_new[out][inp] = G[out][inp].matrix(T)\n",
    "                    else:\n",
    "                        interm[out] = G[out][inp][:T, :T] @ own_shock\n",
    "                        G_new[out][inp] = G[out][inp][:T, :T]\n",
    "                else:\n",
    "                    interm[out] = np.zeros(T)\n",
    "                    G_new[out][inp] = np.zeros((T, T))\n",
    "        interm[inp] = own_shock\n",
    "        impulses[inp] = interm\n",
    "    return impulses, G_new, rhos, sigmas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "5218ee71",
   "metadata": {},
   "outputs": [],
   "source": [
    "Tobs = len(datas_df)\n",
    "impulses_E1, _, rhos_E1, sigmas_E1 = build_impulses(globals()['G_estim_E1'], inputs, outputs, Tobs, inputs_info_E1)\n",
    "impulses_E2, _, rhos_E2, sigmas_E2 = build_impulses(globals()['G_estim_E2'], inputs, outputs, Tobs, inputs_info_E2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "1245ff86",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x1200 with 7 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x1200 with 7 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Check the behaviour of the IRFs prior to the shock decomposition\n",
    "nb = (len(outputs) // 3) + 1\n",
    "labels = {}\n",
    "for elem in inputs_info_E1.keys():\n",
    "    labels[elem] = inputs_info_E1[elem]['label']\n",
    "plot_impulses(impulses_E1, labels, outputs, (nb, 3), T=datas_df.shape[0], figsize=(nb*6,12))\n",
    "plot_impulses(impulses_E2, labels, outputs, (nb, 3), T=datas_df.shape[0], figsize=(nb*6,12))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "de8d346b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Stack the IRFs\n",
    "M_E1 = np.empty((Tobs, len(outputs), len(inputs)))\n",
    "M_E2 = np.empty((Tobs, len(outputs), len(inputs)))\n",
    "for no, o in enumerate(outputs):\n",
    "    for ns, s in enumerate(inputs):\n",
    "        M_E1[:, no, ns] = impulses_E1[s][o]\n",
    "        M_E2[:, no, ns] = impulses_E2[s][o]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "f63ba04c",
   "metadata": {},
   "outputs": [],
   "source": [
    "datas_df_E1['subv'] = subv_E1\n",
    "datas_df_E2['subv'] = subv_E2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "9293e159",
   "metadata": {},
   "outputs": [],
   "source": [
    "eps_hat_est_E1, Ds_E1 = back_out_shocks(M_E1, np.array(datas_df_E1), preperiods=0)\n",
    "# Most probable shocks\n",
    "eps_hat_est_df_E1 = pd.DataFrame(eps_hat_est_E1, columns=[inputs], index=dates)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "a958fe50",
   "metadata": {},
   "outputs": [],
   "source": [
    "eps_hat_est_E2, Ds_E2 = back_out_shocks(M_E2, np.array(datas_df_E2), preperiods=0)\n",
    "# Most probable shocks\n",
    "eps_hat_est_df_E2 = pd.DataFrame(eps_hat_est_E2, columns=[inputs], index=dates)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "36bcf643",
   "metadata": {},
   "outputs": [],
   "source": [
    "new_outputs = ['Y', 'pi', 'C', 'w', 'L', 'r', 'i', 'Br', 'bouclier_Y', 'bouclier_Yss', 'incomp', 'E', 'YFE', 'pFE', 'pFE_HA']\n",
    "_, G_E1, _, _ = build_impulses(G_estim_E1, inputs, new_outputs, Tobs, inputs_info_E1)\n",
    "_, G_E2, _, _ = build_impulses(G_estim_E2, inputs, new_outputs, Tobs, inputs_info_E2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "942b00ec",
   "metadata": {},
   "outputs": [],
   "source": [
    "new_M_E1 = fcst.generate_M(inputs, new_outputs, sigmas_E1, rhos_E1, Tobs, G_E1)\n",
    "new_Ds_E1 = fcst.reconstruct(new_M_E1, eps_hat_est_E1)\n",
    "\n",
    "new_M_E2 = fcst.generate_M(inputs, new_outputs, sigmas_E2, rhos_E2, Tobs, G_E2)\n",
    "new_Ds_E2 = fcst.reconstruct(new_M_E2, eps_hat_est_E2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "9637ad3e",
   "metadata": {},
   "outputs": [],
   "source": [
    "for (i, elem) in enumerate(new_outputs):\n",
    "    globals()['built_%s_E1' % elem] = new_Ds_E1[:, i, :].sum(axis=1)\n",
    "    globals()['built_%s_E2' % elem] = new_Ds_E2[:, i, :].sum(axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "dc472ec8",
   "metadata": {},
   "outputs": [],
   "source": [
    "Y_level_E1   = fcst.rebuild_level(built_Y_E1, 'Output', len(built_Y_E1), g=trend['Y'])\n",
    "C_level_E1   = fcst.rebuild_level(built_C_E1, 'Consumption', len(built_C_E1), g=trend['Y'])\n",
    "w_level_E1   = fcst.rebuild_level(built_w_E1, 'Real wages', len(built_w_E1))\n",
    "L_level_E1   = fcst.rebuild_level(built_L_E1, 'Labor', len(built_L_E1))\n",
    "r_level_E1   = fcst.rebuild_level(built_r_E1, 'Real rate', None)\n",
    "i_level_E1   = fcst.rebuild_level(built_i_E1, 'Nominal rate', None)\n",
    "IPC_level_E1 = fcst.rebuild_level(built_pi_E1, 'Prices', len(built_pi_E1))\n",
    "Br_level_E1  = fcst.rebuild_level(built_Br_E1, 'Debt-to-GDP ratio', None)\n",
    "E_level_E1   = fcst.rebuild_level(built_E_E1, 'Energy firm', len(built_E_E1), g=trend['Y'])\n",
    "YFE_level_E1 = fcst.rebuild_level(built_YFE_E1, 'Energy household', len(built_YFE_E1), g=trend['Y'])\n",
    "pFE_level_E1 = fcst.rebuild_level(built_pFE_E1, 'Real rate', None)  # TO CHANGE!!!\n",
    "pFE_HA_level_E1 = fcst.rebuild_level(built_pFE_HA_E1, 'Real rate', None)  # TO CHANGE!!!\n",
    "\n",
    "level_df_E1  = pd.DataFrame(np.array([Y_level_E1, IPC_level_E1, C_level_E1, w_level_E1, L_level_E1, r_level_E1, i_level_E1, Br_level_E1, E_level_E1, YFE_level_E1, pFE_level_E1, pFE_HA_level_E1]).transpose(), index=datas_df.index,\n",
    "                       columns=['Y', 'pi', 'C', 'w', 'L', 'r', 'i', 'Br', 'E', 'YFE', 'pFE', 'pFE_HA'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "d1b9857a",
   "metadata": {},
   "outputs": [],
   "source": [
    "Y_level_E2   = fcst.rebuild_level(built_Y_E2, 'Output', len(built_Y_E2), g=trend['Y'])\n",
    "C_level_E2   = fcst.rebuild_level(built_C_E2, 'Consumption', len(built_C_E2), g=trend['Y'])\n",
    "w_level_E2   = fcst.rebuild_level(built_w_E2, 'Real wages', len(built_w_E2))\n",
    "L_level_E2   = fcst.rebuild_level(built_L_E2, 'Labor', len(built_L_E2))\n",
    "r_level_E2   = fcst.rebuild_level(built_r_E2, 'Real rate', None)\n",
    "i_level_E2   = fcst.rebuild_level(built_i_E2, 'Nominal rate', None)\n",
    "IPC_level_E2 = fcst.rebuild_level(built_pi_E2, 'Prices', len(built_pi_E2))\n",
    "Br_level_E2  = fcst.rebuild_level(built_Br_E2, 'Debt-to-GDP ratio', None)\n",
    "E_level_E2   = fcst.rebuild_level(built_E_E2, 'Energy firm', len(built_E_E2), g=trend['Y'])\n",
    "YFE_level_E2 = fcst.rebuild_level(built_YFE_E2, 'Energy household', len(built_YFE_E2), g=trend['Y'])\n",
    "pFE_level_E2 = fcst.rebuild_level(built_pFE_E2, 'Real rate', None)  # TO CHANGE!!!\n",
    "pFE_HA_level_E2 = fcst.rebuild_level(built_pFE_HA_E2, 'Real rate', None)  # TO CHANGE!!!\n",
    "\n",
    "level_df_E2  = pd.DataFrame(np.array([Y_level_E2, IPC_level_E2, C_level_E2, w_level_E2, L_level_E2, r_level_E2, i_level_E2, Br_level_E2, E_level_E2, YFE_level_E2, pFE_level_E2, pFE_HA_level_E2]).transpose(), index=datas_df.index,\n",
    "                       columns=['Y', 'pi', 'C', 'w', 'L', 'r', 'i', 'Br', 'E', 'YFE', 'pFE', 'pFE_HA'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "15f69a62",
   "metadata": {},
   "source": [
    "###### No tariff shield"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "id": "9e69be3a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Set subsidy shock to 0\n",
    "eps_hat_est_nosubv_E1 = eps_hat_est_df_E1.copy()\n",
    "eps_hat_est_nosubv_E1[['subv']] = 0\n",
    "Ds_nosubv_E1 = fcst.reconstruct(new_M_E1, np.array(eps_hat_est_nosubv_E1))\n",
    "\n",
    "eps_hat_est_nosubv_E2 = eps_hat_est_df_E2.copy()\n",
    "eps_hat_est_nosubv_E2[['subv']] = 0\n",
    "Ds_nosubv_E2 = fcst.reconstruct(new_M_E2, np.array(eps_hat_est_nosubv_E2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "id": "e16a0810",
   "metadata": {},
   "outputs": [],
   "source": [
    "for (i, elem) in enumerate(new_outputs):\n",
    "    globals()['built_%s_nosubv_E1' % elem] = Ds_nosubv_E1[:, i, :].sum(axis=1)\n",
    "    globals()['built_%s_nosubv_E2' % elem] = Ds_nosubv_E2[:, i, :].sum(axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "id": "4123b0c0",
   "metadata": {},
   "outputs": [],
   "source": [
    "Y_level_nosubv_E1   = fcst.rebuild_level(built_Y_nosubv_E1, 'Output', len(built_Y_E1), g=trend['Y'])\n",
    "C_level_nosubv_E1   = fcst.rebuild_level(built_C_nosubv_E1, 'Consumption', len(built_C_E1), g=trend['Y'])\n",
    "w_level_nosubv_E1   = fcst.rebuild_level(built_w_nosubv_E1, 'Real wages', len(built_w_E1))\n",
    "L_level_nosubv_E1   = fcst.rebuild_level(built_L_nosubv_E1, 'Labor', len(built_L_E1))\n",
    "r_level_nosubv_E1   = fcst.rebuild_level(built_r_nosubv_E1, 'Real rate', None)\n",
    "i_level_nosubv_E1   = fcst.rebuild_level(built_i_nosubv_E1, 'Nominal rate', None)\n",
    "IPC_level_nosubv_E1 = fcst.rebuild_level(built_pi_nosubv_E1, 'Prices', len(built_pi_E1))\n",
    "Br_level_nosubv_E1  = fcst.rebuild_level(built_Br_nosubv_E1, 'Debt-to-GDP ratio', None)\n",
    "E_level_nosubv_E1   = fcst.rebuild_level(built_E_nosubv_E1, 'Energy firm', len(built_E_E1), g=trend['Y'])\n",
    "YFE_level_nosubv_E1 = fcst.rebuild_level(built_YFE_nosubv_E1, 'Energy household', len(built_YFE_E1), g=trend['Y'])\n",
    "pFE_level_nosubv_E1 = fcst.rebuild_level(built_pFE_nosubv_E1, 'Real rate', None)  # TO CHANGE!!!\n",
    "pFE_HA_level_nosubv_E1 = fcst.rebuild_level(built_pFE_HA_nosubv_E1, 'Real rate', None)  # TO CHANGE!!!\n",
    "\n",
    "level_nosubv_df_E1  = pd.DataFrame(np.array([Y_level_nosubv_E1, IPC_level_nosubv_E1, C_level_nosubv_E1, w_level_nosubv_E1, L_level_nosubv_E1, r_level_nosubv_E1, i_level_nosubv_E1, Br_level_nosubv_E1, E_level_nosubv_E1, YFE_level_nosubv_E1, pFE_level_nosubv_E1, pFE_HA_level_nosubv_E1]).transpose(), index=datas_df.index,\n",
    "                       columns=['Y', 'pi', 'C', 'w', 'L', 'r', 'i', 'Br', 'E', 'YFE', 'pFE', 'pFE_HA'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "id": "23d7f46b",
   "metadata": {},
   "outputs": [],
   "source": [
    "Y_level_nosubv_E2   = fcst.rebuild_level(built_Y_nosubv_E2, 'Output', len(built_Y_E2), g=trend['Y'])\n",
    "C_level_nosubv_E2   = fcst.rebuild_level(built_C_nosubv_E2, 'Consumption', len(built_C_E2), g=trend['Y'])\n",
    "w_level_nosubv_E2   = fcst.rebuild_level(built_w_nosubv_E2, 'Real wages', len(built_w_E2))\n",
    "L_level_nosubv_E2   = fcst.rebuild_level(built_L_nosubv_E2, 'Labor', len(built_L_E2))\n",
    "r_level_nosubv_E2   = fcst.rebuild_level(built_r_nosubv_E2, 'Real rate', None)\n",
    "i_level_nosubv_E2   = fcst.rebuild_level(built_i_nosubv_E2, 'Nominal rate', None)\n",
    "IPC_level_nosubv_E2 = fcst.rebuild_level(built_pi_nosubv_E2, 'Prices', len(built_pi_E2))\n",
    "Br_level_nosubv_E2  = fcst.rebuild_level(built_Br_nosubv_E2, 'Debt-to-GDP ratio', None)\n",
    "E_level_nosubv_E2   = fcst.rebuild_level(built_E_nosubv_E2, 'Energy firm', len(built_E_E2), g=trend['Y'])\n",
    "YFE_level_nosubv_E2 = fcst.rebuild_level(built_YFE_nosubv_E2, 'Energy household', len(built_YFE_E2), g=trend['Y'])\n",
    "pFE_level_nosubv_E2 = fcst.rebuild_level(built_pFE_nosubv_E2, 'Real rate', None)  # TO CHANGE!!!\n",
    "pFE_HA_level_nosubv_E2 = fcst.rebuild_level(built_pFE_HA_nosubv_E2, 'Real rate', None)  # TO CHANGE!!!\n",
    "\n",
    "level_nosubv_df_E2  = pd.DataFrame(np.array([Y_level_nosubv_E2, IPC_level_nosubv_E2, C_level_nosubv_E2, w_level_nosubv_E2, L_level_nosubv_E2, r_level_nosubv_E2, i_level_nosubv_E2, Br_level_nosubv_E2, E_level_nosubv_E2, YFE_level_nosubv_E2, pFE_level_nosubv_E2, pFE_HA_level_nosubv_E2]).transpose(), index=datas_df.index,\n",
    "                       columns=['Y', 'pi', 'C', 'w', 'L', 'r', 'i', 'Br', 'E', 'YFE', 'pFE', 'pFE_HA'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d83b7b6d",
   "metadata": {},
   "source": [
    "###### Inequalities"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "ccedf008",
   "metadata": {},
   "outputs": [],
   "source": [
    "varineq = ['C_', 'CTOT_', 'INC_', 'A_']\n",
    "varineq_names = ['Consumption', 'Consumption (incl. incompressible energy cons.)', 'Net income', 'Wealth']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "id": "03601347",
   "metadata": {},
   "outputs": [],
   "source": [
    "nS = len(ss_E1.internals['household']['e_grid'])\n",
    "stats_prod_E1 = pd.DataFrame(np.array([[ss_E1['A_' + str(i)]/ss_E1.internals['household']['pi_e'][i] for i in range(nS)],\n",
    "                              [ss_E1['C_' + str(i)]/ss_E1.internals['household']['pi_e'][i] for i in range(nS)],\n",
    "                              [ss_E1['INC_' + str(i)]/ss_E1.internals['household']['pi_e'][i] for i in range(nS)]]).transpose(),\n",
    "                             columns=['Wealth', 'Consumption', 'Net income'],\n",
    "                             index=['P' + str(i+1) for i in range(nS)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "0284e43d",
   "metadata": {},
   "outputs": [],
   "source": [
    "nS = len(ss_E2.internals['household']['e_grid'])\n",
    "stats_prod_E2 = pd.DataFrame(np.array([[ss_E2['A_' + str(i)]/ss_E2.internals['household']['pi_e'][i] for i in range(nS)],\n",
    "                              [ss_E2['C_' + str(i)]/ss_E2.internals['household']['pi_e'][i] for i in range(nS)],\n",
    "                              [ss_E2['INC_' + str(i)]/ss_E2.internals['household']['pi_e'][i] for i in range(nS)]]).transpose(),\n",
    "                             columns=['Wealth', 'Consumption', 'Net income'],\n",
    "                             index=['P' + str(i+1) for i in range(nS)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "id": "c2135dea",
   "metadata": {},
   "outputs": [],
   "source": [
    "colors = ['blue', '#7692FF', '#C2CEFF', 'black', '#FF9999', '#FF4747', 'red']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "id": "90249bcc",
   "metadata": {},
   "outputs": [],
   "source": [
    "ineq_var = ['C', 'INC', 'A']\n",
    "ineq_outputs = [elem+'_'+str(i) for elem in ineq_var for i in range(7)]\n",
    "_, G_ineq_E1, _, _ = build_impulses(G_estim_E1, inputs, ineq_outputs, Tobs, inputs_info_E1)\n",
    "_, G_ineq_E2, _, _ = build_impulses(G_estim_E2, inputs, ineq_outputs, Tobs, inputs_info_E2)\n",
    "\n",
    "ineq_M_E1  = fcst.generate_M(inputs, ineq_outputs, sigmas_E1, rhos_E1, Tobs, G_ineq_E1)\n",
    "ineq_Ds_E1 = fcst.reconstruct(ineq_M_E1, eps_hat_est_E1)\n",
    "ineq_Ds_nosubv_E1 = fcst.reconstruct(ineq_M_E1, np.array(eps_hat_est_nosubv_E1))\n",
    "\n",
    "ineq_M_E2  = fcst.generate_M(inputs, ineq_outputs, sigmas_E2, rhos_E2, Tobs, G_ineq_E2)\n",
    "ineq_Ds_E2 = fcst.reconstruct(ineq_M_E2, eps_hat_est_E2)\n",
    "ineq_Ds_nosubv_E2 = fcst.reconstruct(ineq_M_E2, np.array(eps_hat_est_nosubv_E2))\n",
    "\n",
    "for elem in ineq_var:\n",
    "    for i in range(7):\n",
    "        globals()['built_%s_%s_E1' % (elem, i)] = ineq_Ds_E1[:, i, :].sum(axis=1) / ss_E1[elem + '_' + str(i)]\n",
    "        globals()['%s_%s_level_E1' % (elem, i)] = fcst.rebuild_level(globals()['built_%s_%s_E1' % (elem, i)], 'Consumption',\n",
    "                                                                  len(globals()['built_%s_%s_E1' % (elem, i)]))\n",
    "        globals()['built_%s_%s_nosubv_E1' % (elem, i)] = ineq_Ds_nosubv_E1[:, i, :].sum(axis=1) / ss_E1[elem + '_' + str(i)]\n",
    "        globals()['%s_%s_level_nosubv_E1' % (elem, i)] = fcst.rebuild_level(globals()['built_%s_%s_nosubv_E1' % (elem, i)], 'Consumption',\n",
    "                                                                         len(globals()['built_%s_%s_nosubv_E1' % (elem, i)]))\n",
    "        \n",
    "        globals()['built_%s_%s_E2' % (elem, i)] = ineq_Ds_E2[:, i, :].sum(axis=1) / ss_E2[elem + '_' + str(i)]\n",
    "        globals()['%s_%s_level_E2' % (elem, i)] = fcst.rebuild_level(globals()['built_%s_%s_E2' % (elem, i)], 'Consumption',\n",
    "                                                                  len(globals()['built_%s_%s_E2' % (elem, i)]))\n",
    "        globals()['built_%s_%s_nosubv_E2' % (elem, i)] = ineq_Ds_nosubv_E2[:, i, :].sum(axis=1) / ss_E2[elem + '_' + str(i)]\n",
    "        globals()['%s_%s_level_nosubv_E2' % (elem, i)] = fcst.rebuild_level(globals()['built_%s_%s_nosubv_E2' % (elem, i)], 'Consumption',\n",
    "                                                                         len(globals()['built_%s_%s_nosubv_E2' % (elem, i)]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "id": "d97ba6ed",
   "metadata": {},
   "outputs": [],
   "source": [
    "ineq_df_E1 = pd.DataFrame(np.array([C_0_level_E1, C_1_level_E1, C_2_level_E1, C_3_level_E1, C_4_level_E1, C_5_level_E1, C_6_level_E1]).transpose(),\n",
    "                      index=dates, columns=['Consumption P1', 'Consumption P2', 'Consumption P3', 'Consumption P4', 'Consumption P5', 'Consumption P6', 'Consumption P7'])\n",
    "\n",
    "ineq_df_nosubv_E1 = pd.DataFrame(np.array([C_0_level_nosubv_E1, C_1_level_nosubv_E1, C_2_level_nosubv_E1, C_3_level_nosubv_E1, C_4_level_nosubv_E1, C_5_level_nosubv_E1, C_6_level_nosubv_E1]).transpose(),\n",
    "                      index=dates, columns=['Consumption P1', 'Consumption P2', 'Consumption P3', 'Consumption P4', 'Consumption P5', 'Consumption P6', 'Consumption P7'])\n",
    "\n",
    "ineq_df_E2 = pd.DataFrame(np.array([C_0_level_E2, C_1_level_E2, C_2_level_E2, C_3_level_E2, C_4_level_E2, C_5_level_E2, C_6_level_E2]).transpose(),\n",
    "                      index=dates, columns=['Consumption P1', 'Consumption P2', 'Consumption P3', 'Consumption P4', 'Consumption P5', 'Consumption P6', 'Consumption P7'])\n",
    "\n",
    "ineq_df_nosubv_E2 = pd.DataFrame(np.array([C_0_level_nosubv_E2, C_1_level_nosubv_E2, C_2_level_nosubv_E2, C_3_level_nosubv_E2, C_4_level_nosubv_E2, C_5_level_nosubv_E2, C_6_level_nosubv_E2]).transpose(),\n",
    "                      index=dates, columns=['Consumption P1', 'Consumption P2', 'Consumption P3', 'Consumption P4', 'Consumption P5', 'Consumption P6', 'Consumption P7'])\n",
    "\n",
    "# legend\n",
    "ll=['Bottom 1.5%', 'Bottom 10%', 'Bottom 33%', 'Middle', 'Top 33%', 'Top 10%','Top 1.5%'] "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "id": "c8c4507a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---- Tables 10 and 11: nu = 0.9 row ----\n",
      "Debt-to-GDP ratio (in 2027):  112.1 %\n",
      "2022 GDP growth:  2.33 %\n",
      "2023 GDP growth:  1.03 %\n",
      "2022 inflation:  7.2 %\n",
      "2023 inflation:  3.6 %\n",
      "Consumption inequalities pre-crisis:  2.03\n",
      "Consumption inequalities in 2024 (tariff shield):  2.25\n",
      "Consumption inequalities in 2024 (no tariff shield):  2.27\n"
     ]
    }
   ],
   "source": [
    "level_nosubv_df_E1['year'] = np.floor(level_nosubv_df_E1.index)\n",
    "print('---- Tables 10 and 11: nu = 0.9 row ----')\n",
    "debt_2027 = level_nosubv_df_E1.groupby(['year']).mean()[['Br']].iloc[-1]['Br']\n",
    "print('Debt-to-GDP ratio (in 2027): ', np.round(debt_2027, 1), '%')\n",
    "GDP_2022 = (100 * level_nosubv_df_E1.groupby(['year']).sum().pct_change(1).dropna()[['Y']]).loc[2022.0]['Y']\n",
    "GDP_2023 = (100 * level_nosubv_df_E1.groupby(['year']).sum().pct_change(1).dropna()[['Y']]).loc[2023.0]['Y']\n",
    "print('2022 GDP growth: ', np.round(GDP_2022, 2), '%')\n",
    "print('2023 GDP growth: ', np.round(GDP_2023, 2), '%')\n",
    "inf_2022 = (100 * level_nosubv_df_E1['pi'].pct_change(4).dropna().loc[2022.5])\n",
    "inf_2023 = (100 * level_nosubv_df_E1['pi'].pct_change(4).dropna().loc[2023.5])\n",
    "print('2022 inflation: ', np.round(inf_2022, 1), '%')\n",
    "print('2023 inflation: ', np.round(inf_2023, 1), '%')\n",
    "ineq_start = ineq_bench = ((built_C_5_E1[9:17]+stats_prod_E1['Consumption'].iloc[5])/(built_C_1_E1[9:17]+stats_prod_E1['Consumption'].iloc[1]))[0]\n",
    "ineq_bench = ((built_C_5_E1[9:17]+stats_prod_E1['Consumption'].iloc[5])/(built_C_1_E1[9:17]+stats_prod_E1['Consumption'].iloc[1]))[-1]\n",
    "ineq_alt   = ((built_C_5_nosubv_E1[9:17]+stats_prod_E1['Consumption'].iloc[5])/(built_C_1_nosubv_E1[9:17]+stats_prod_E1['Consumption'].iloc[1]))[-1]\n",
    "print('Consumption inequalities pre-crisis: ', np.round(ineq_start, 2))\n",
    "print('Consumption inequalities in 2024 (tariff shield): ', np.round(ineq_bench, 2))\n",
    "print('Consumption inequalities in 2024 (no tariff shield): ', np.round(ineq_alt, 2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "id": "a339e138",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---- Tables 10 and 11: nu = 0.75 row ----\n",
      "Debt-to-GDP ratio (in 2027):  112.0 %\n",
      "2022 GDP growth:  2.3 %\n",
      "2023 GDP growth:  1.05 %\n",
      "2022 inflation:  7.1 %\n",
      "2023 inflation:  3.5 %\n",
      "Consumption inequalities pre-crisis:  2.02\n",
      "Consumption inequalities in 2024 (tariff shield):  2.24\n",
      "Consumption inequalities in 2024 (no tariff shield):  2.26\n"
     ]
    }
   ],
   "source": [
    "level_nosubv_df_E2['year'] = np.floor(level_nosubv_df_E2.index)\n",
    "print('---- Tables 10 and 11: nu = 0.75 row ----')\n",
    "debt_2027 = level_nosubv_df_E2.groupby(['year']).mean()[['Br']].iloc[-1]['Br']\n",
    "print('Debt-to-GDP ratio (in 2027): ', np.round(debt_2027, 1), '%')\n",
    "GDP_2022 = (100 * level_nosubv_df_E2.groupby(['year']).sum().pct_change(1).dropna()[['Y']]).loc[2022.0]['Y']\n",
    "GDP_2023 = (100 * level_nosubv_df_E2.groupby(['year']).sum().pct_change(1).dropna()[['Y']]).loc[2023.0]['Y']\n",
    "print('2022 GDP growth: ', np.round(GDP_2022, 2), '%')\n",
    "print('2023 GDP growth: ', np.round(GDP_2023, 2), '%')\n",
    "inf_2022 = (100 * level_nosubv_df_E2['pi'].pct_change(4).dropna().loc[2022.5])\n",
    "inf_2023 = (100 * level_nosubv_df_E2['pi'].pct_change(4).dropna().loc[2023.5])\n",
    "print('2022 inflation: ', np.round(inf_2022, 1), '%')\n",
    "print('2023 inflation: ', np.round(inf_2023, 1), '%')\n",
    "ineq_start = ineq_bench = ((built_C_5_E2[9:17]+stats_prod_E2['Consumption'].iloc[5])/(built_C_1_E2[9:17]+stats_prod_E2['Consumption'].iloc[1]))[0]\n",
    "ineq_bench = ((built_C_5_E2[9:17]+stats_prod_E2['Consumption'].iloc[5])/(built_C_1_E2[9:17]+stats_prod_E2['Consumption'].iloc[1]))[-1]\n",
    "ineq_alt   = ((built_C_5_nosubv_E2[9:17]+stats_prod_E2['Consumption'].iloc[5])/(built_C_1_nosubv_E2[9:17]+stats_prod_E2['Consumption'].iloc[1]))[-1]\n",
    "print('Consumption inequalities pre-crisis: ', np.round(ineq_start, 2))\n",
    "print('Consumption inequalities in 2024 (tariff shield): ', np.round(ineq_bench, 2))\n",
    "print('Consumption inequalities in 2024 (no tariff shield): ', np.round(ineq_alt, 2))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0671b5b7",
   "metadata": {},
   "source": [
    "<a id=\"3-TB\"></a>\n",
    "## 3 Trade balance alternatives\n",
    "\n",
    "1. [Trade balance and constant foreign debt](#3a-CST)\n",
    "2. [Trade balance and ad hoc behavior for foreign agents](#3b-adhoc)\n",
    "3. [IRFs](#3c-IRFs)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a50bc1a0",
   "metadata": {},
   "source": [
    "<a id=\"3a-CST\"></a>\n",
    "### 1 Trade balance and constant foreign debt\n",
    "\n",
    "We add some equations:\n",
    "- Imports $M_t = p_{FEt} \\bar{E}_t$\n",
    "- Exports $X_t = (1-\\omega_t)p_{FEt} \\bar{E}_t$\n",
    "- Trade balance $NX_t = X_t - M_t = -\\omega_t p_{FEt} \\bar{E}_t$\n",
    "- CONSTANT Net foreign debt $0 = r_t NFA + NX_t$ $\\Rightarrow$ $\\omega_t = \\frac{r_t NFA}{p_{FEt} \\bar{E}_t}$   \n",
    "\n",
    "Budget constraint of households\n",
    "$$\n",
    "(1+\\tau_c)\\mathcal{C}_t + \\mathcal{A}_t = (1+r_t)\\mathcal{A}_{t-1} + (1-\\tau_l) w_t L_t + \\tau_t + d_t - (1+\\tau_c)(1-s_H) p_{FE,t} c_{FE} \\\\\n",
    "(1+\\tau_c)\\mathcal{C}_t + (B_t + NFA) = (1+r_t)(B_{t-1} + NFA) + (1-\\tau_l) w_t L_t + \\tau_t + d_t - (1+\\tau_c)(1-s_H) p_{FE,t} c_{FE}\n",
    "$$\n",
    "Integarting goods supplies\n",
    "$$\n",
    "(1+\\tau_c)\\mathcal{C}_t + (B_t + NFA) = (1+r_t)(B_{t-1} + NFA) + (1-\\tau_l) w_t L_t + \\tau_t + (Y_t - p_{Ft} Y_{Ft} - \\psi^p_t) - (1+\\tau_c)(1-s_H) p_{FE,t} c_{FE} \\\\\n",
    "(1+\\tau_c)\\mathcal{C}_t + (B_t + NFA) = (1+r_t)(B_{t-1} + NFA) + (1-\\tau_l) w_t L_t + \\tau_t + (Y_t - p_{Ht} Y_{Ht} - (1-s_H) p_{FEt} Y_{FEt} - \\psi^p_t) - (1+\\tau_c)(1-s_H) p_{FE,t} c_{FE} \\\\\n",
    "(1+\\tau_c)\\mathcal{C}_t + (B_t + NFA) = (1+r_t)(B_{t-1} + NFA) + (1-\\tau_l) w_t L_t + \\tau_t + (Y_t - w_t L_t - p_{FEt} E_t - (1-s_H) p_{FEt} Y_{FEt} - \\psi^p_t) - (1+\\tau_c)(1-s_H) p_{FE,t} c_{FE}\n",
    "$$\n",
    "Integrating budget constraint of Government and market clearing on energy market\n",
    "$$\n",
    "\\mathcal{C}_t + \\underbrace{(B_t - (1+r_t) B_{t-1} + \\tau_l w_t L_t + \\tau_c \\mathcal{C}_t + \\tau_c p_{FEt} c_{FE} - \\tau_t -s_H p_{FEt}(Y_{FEt} + (1+\\tau_c)c_{FE}))}_{G_t} = r_t NFA + Y_t - p_{FEt}\\underbrace{(E_t + Y_{FEt})}_{\\bar{E}_t} - p_{FEt} c_{FE} - \\psi^p_t \\\\\n",
    "\\mathcal{C}_t + G_t + \\psi^p_t = Y_t + r_t NFA - p_{FEt} \\bar{E}_t \n",
    "$$\n",
    "Integrating budget constraint of Foreign country\n",
    "$$\n",
    "\\mathcal{C}_t + G_t + X_t + p_{FEt} c_{FE} + \\psi^p_t = Y_t\n",
    "$$\n",
    "\n",
    "The steady state restrictions are:\n",
    "- Imports $M = p_{FE} \\bar{E}$\n",
    "- Exports $X = (1-\\omega) M$\n",
    "- Trade balance $NX = - p_{FE} \\bar{E}$ $\\Rightarrow$ $NFA=\\omega\\frac{p_{FE} \\bar{E}}{r}$\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1bb11e8d",
   "metadata": {},
   "source": [
    "#### Steady state."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "id": "1e529a5d",
   "metadata": {},
   "outputs": [],
   "source": [
    "calibration_tb2 = calibration.copy()\n",
    "calibration_tb2.update({'omex': 0.9})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "id": "18d1492f",
   "metadata": {},
   "outputs": [],
   "source": [
    "@ssj.simple\n",
    "def market_clearing_tb_ss2(omex,A, B, Esupply, cbar, YFE, E, vphi, w, taul, tauc, C, L, eis, frisch, muw, Y, G, pFE, Tax, r, B_b, B_g, B_t):\n",
    "    M          = pFE * Esupply # Imports\n",
    "    X          = omex*M        # Exports\n",
    "    NX         = X - M         # Trade balance\n",
    "    NFA        = - NX/r\n",
    "    asset_mkt  = A - (B + NFA)\n",
    "    energy_mkt   = Esupply - YFE - E\n",
    "    labour_mkt   = vphi - w * ((1 - taul)/(1 + tauc)) * (C**(-1/eis)) * (L**(-1/frisch)) / muw\n",
    "    homegood_mkt = Y - (C + G + X + pFE * cbar)\n",
    "    balanced_bud = taul * w * L + tauc * (C + pFE * cbar) + Tax - (r * B_b + B_g + B_t) * Y\n",
    "    X_res        = r * NFA + NX\n",
    "    return asset_mkt, energy_mkt, labour_mkt, homegood_mkt, balanced_bud, M, X, NX, NFA, X_res"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "id": "dbf0103b",
   "metadata": {},
   "outputs": [],
   "source": [
    "from CepreHANKv1 import equations_ss, definitions_ss\n",
    "\n",
    "model_tb_ss2 = ssj.create_model(blocks=[household, equations_ss, definitions_ss, market_clearing_tb_ss2], name='CepreHANK with static trade balance steady-state')\n",
    "# model_tb_ss2.solve_steady_state_options['verbose'] = True\n",
    "ss_tb2 = model_tb_ss2.solve_steady_state(calibration=calibration_tb2, unknowns=unknowns_ss, targets=targets_ss)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8ef2fd32",
   "metadata": {},
   "source": [
    "#### Dynamics."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "id": "ab7d4d14",
   "metadata": {},
   "outputs": [],
   "source": [
    "ss_tb2['omexV'] = ss_tb2['omex']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "id": "59bd23da",
   "metadata": {},
   "outputs": [],
   "source": [
    "@ssj.simple\n",
    "def mkt_clearing_tb2(A, B, C, Capprox, G, Y, pFE, adj_p, E, YFE, cbar, r, omex):\n",
    "    Br         = B / Y\n",
    "    Esupply    = E + YFE\n",
    "    M          = pFE * Esupply # Imports\n",
    "    omexV      = r*ss_tb2['NFA']/M   \n",
    "    X          = (1-omexV)*M\n",
    "    NX         = X - M\n",
    "    asset_mkt  = A - (B + ss_tb2['NFA'])\n",
    "    homegood_mkt = Y - (C + G + pFE * cbar + adj_p + X)\n",
    "    conso      = Capprox - C\n",
    "    incomp     = pFE * cbar\n",
    "    return asset_mkt, homegood_mkt, Br, conso, incomp, Esupply, NX, M, X, omexV"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "id": "4cbe9c8d",
   "metadata": {},
   "outputs": [],
   "source": [
    "unknowns_tb2   = ['pi', 'w', 'Y', 'Capprox', 'B']\n",
    "targets_tb2    = ['nkpc_res', 'asset_mkt', 'labour_mkt', 'conso', 'debt_res']\n",
    "block_list_tb2 = [subsidy, firm, monetary, fiscal, nkpc, inflation, union, wage, mkt_clearing_tb2, household]\n",
    "model_tb2      = ssj.create_model(block_list_tb2, name='CepreHANK with static trade balance')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6c12a439",
   "metadata": {},
   "source": [
    "<a id=\"3b-adhoc\"></a>\n",
    "### 2 Trade balance and ad hoc behaviors for foreign households"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "245d735b",
   "metadata": {},
   "source": [
    "The consumption of foreign households is the exportations of the French firms:\n",
    "$$\n",
    "X_t = -\\nu_b NFA_{t-1} + \\nu_m M_t\n",
    "$$\n",
    "where $M_t=p_{Et}\\bar{E}_t$ is the income of foreign households and $NFA_{t-1}$ is the debt of the foreign househods vis-a-vis of the French households.\\\\\n",
    "\n",
    "The budgetary constraint of foreign agents is\n",
    "$$\n",
    "NFA_{t} = (1+r_t) NFA_{t-1} + X_t - M_t = (1+r_t-\\nu_b) NFA_{t-1} - (1-\\nu_m) M_t\n",
    "$$\n",
    "\n",
    "At the steady state, the budgetary constraint of foreign agents leads to\n",
    "$$\n",
    "(1-\\nu_m) M = (1+r-\\nu_b) NFA~~~\\Rightarrow~~~NFA = \\frac{1-\\nu_m}{1+r-\\nu_b} M\n",
    "$$\n",
    "\n",
    "The general equilibrium conditions state that:\n",
    "Budget constraint of households\n",
    "$$\n",
    "(1+\\tau_c)\\mathcal{C}_t + \\mathcal{A}_t = (1+r_t)\\mathcal{A}_{t-1} + (1-\\tau_l) w_t L_t + \\tau_t + d_t - (1+\\tau_c)(1-s_H) p_{FE,t} c_{FE} \\\\\n",
    "(1+\\tau_c)\\mathcal{C}_t + (B_t + NFA_t) = (1+r_t)(B_{t-1} + NFA_{t-1}) + (1-\\tau_l) w_t L_t + \\tau_t + d_t - (1+\\tau_c)(1-s_H) p_{FE,t} c_{FE}\n",
    "$$\n",
    "Integarting goods supplies\n",
    "$$\n",
    "(1+\\tau_c)\\mathcal{C}_t + (B_t + NFA_t) = (1+r_t)(B_{t-1} + NFA_{t-1}) + (1-\\tau_l) w_t L_t + \\tau_t + (Y_t - p_{Ft} Y_{Ft} - \\psi^p_t) - (1+\\tau_c)(1-s_H) p_{FE,t} c_{FE} \\\\\n",
    "(1+\\tau_c)\\mathcal{C}_t + (B_t + NFA_t) = (1+r_t)(B_{t-1} + NFA_{t-1}) + (1-\\tau_l) w_t L_t + \\tau_t + (Y_t - p_{Ht} Y_{Ht} - (1-s_H) p_{FEt} Y_{FEt} - \\psi^p_t) - (1+\\tau_c)(1-s_H) p_{FE,t} c_{FE} \\\\\n",
    "(1+\\tau_c)\\mathcal{C}_t + (B_t + NFA_t) = (1+r_t)(B_{t-1} + NFA_{t-1}) + (1-\\tau_l) w_t L_t + \\tau_t + (Y_t - w_t L_t - p_{FEt} E_t - (1-s_H) p_{FEt} Y_{FEt} - \\psi^p_t) - (1+\\tau_c)(1-s_H) p_{FE,t} c_{FE}\n",
    "$$\n",
    "Integrating budget constraint of Government and market clearing on energy market\n",
    "$$\n",
    "\\mathcal{C}_t + \\underbrace{(B_t - (1+r_t) B_{t-1} + \\tau_l w_t L_t + \\tau_c \\mathcal{C}_t + \\tau_c p_{FEt} c_{FE} - \\tau_t -s_H p_{FEt}(Y_{FEt} + (1+tau_c)c_{FE}))}_{G_t} = (1+r_t) NFA_{t-1} - NFA_t + Y_t - p_{FEt}\\underbrace{(E_t + Y_{FEt})}_{\\bar{E}_t}  + p_{FEt}c_{FE} - \\psi^p_t \\\\\n",
    "\\mathcal{C}_t + G_t + \\psi^p_t = Y_t + \\underbrace{(1+r_t) NFA_{t-1} - NFA_t}_{p_{FEt} \\bar{E}_t - X_t} - p_{FEt} \\bar{E}_t \n",
    "$$\n",
    "Integrating budget constraint of Foreign country\n",
    "$$\n",
    "\\mathcal{C}_t + G_t + X_t + + p_{FEt}c_{FE} + \\psi^p_t = Y_t\n",
    "$$"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6a6104ff",
   "metadata": {},
   "source": [
    "#### Steady state."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "id": "2791dd88",
   "metadata": {},
   "outputs": [],
   "source": [
    "calibration_tb3 = calibration.copy()\n",
    "calibration_tb3.update({'nub': 0.15, 'num': 0.5})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "id": "8ef3231d",
   "metadata": {},
   "outputs": [],
   "source": [
    "@ssj.simple\n",
    "def market_clearing_tb_ss3(nub, num, A, B, Esupply, cbar, YFE, E, vphi, w, taul, tauc, C, L, eis, frisch, muw, Y, G, pFE, Tax, r, B_b, B_g, B_t):\n",
    "    M          = pFE * Esupply         # Imports\n",
    "    NFA        = ((1-num)/(r-nub))*M   # Debt\n",
    "    X          = -nub*NFA+num*M        # Exports\n",
    "    NX         = X - M                 # Trade balance\n",
    "    asset_mkt  = A - (B + NFA)\n",
    "    energy_mkt   = Esupply - YFE - E\n",
    "    labour_mkt   = vphi - w * ((1 - taul)/(1 + tauc)) * (C**(-1/eis)) * (L**(-1/frisch)) / muw\n",
    "    homegood_mkt = Y - (C + G + X + pFE * cbar)\n",
    "    balanced_bud = taul * w * L + tauc * (C + pFE * cbar) + Tax - (r * B_b + B_g + B_t) * Y\n",
    "    X_res        = r * NFA + NX\n",
    "    return asset_mkt, energy_mkt, labour_mkt, homegood_mkt, balanced_bud, M, X, NX, NFA, X_res"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "id": "078bc7d4",
   "metadata": {},
   "outputs": [],
   "source": [
    "model_tb_ss3 = ssj.create_model(blocks=[household, equations_ss, definitions_ss, market_clearing_tb_ss3], name='CepreHANK with dynamic trade balance steady-state')\n",
    "# model_tb_ss3.solve_steady_state_options['verbose'] = True\n",
    "ss_tb3 = model_tb_ss3.solve_steady_state(calibration=calibration_tb3, unknowns=unknowns_ss, targets=targets_ss)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1349ec7e",
   "metadata": {},
   "source": [
    "#### Dynamics."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "id": "be6832df",
   "metadata": {},
   "outputs": [],
   "source": [
    "@ssj.solved(unknowns={'NFA': ss_tb3['NFA']}, targets=['NFA_res'])\n",
    "def tb3(NFA, pFE, E, YFE, cbar, r, nub, num):\n",
    "    Esupply    = E + YFE\n",
    "    M          = pFE * Esupply  # Imports\n",
    "    X          = -nub*NFA+num*M # Exports\n",
    "    NX         = X - M          # Trade balance\n",
    "    NFA_res    = NFA - (1 + r - nub)*NFA(-1) - (1-num)*M \n",
    "    return NFA_res, Esupply, NX, M, X \n",
    "\n",
    "@ssj.simple\n",
    "def mkt_clearing_tb3(A, B, C, Capprox, G, Y, pFE, adj_p, E, YFE, cbar, X, NFA):\n",
    "    Br         = B / Y\n",
    "    asset_mkt  = A - (B + NFA)\n",
    "    homegood_mkt = Y - (C + G + adj_p + pFE * cbar + X)\n",
    "    conso      = Capprox - C\n",
    "    incomp     = pFE * cbar\n",
    "    return asset_mkt, homegood_mkt, Br, conso, incomp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "id": "059314d9",
   "metadata": {},
   "outputs": [],
   "source": [
    "unknowns_tb3   = ['pi', 'w', 'Y', 'Capprox', 'B']\n",
    "targets_tb3    = ['nkpc_res', 'asset_mkt', 'labour_mkt', 'conso', 'debt_res']\n",
    "block_list_tb3 = [subsidy, firm, monetary, fiscal, nkpc, inflation, union, wage, tb3, mkt_clearing_tb3, household]\n",
    "model_tb3      = ssj.create_model(block_list_tb3, name='CepreHANK with dynamic trade balance')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a116579b",
   "metadata": {},
   "source": [
    "<a id=\"3c-IRFs\"></a>\n",
    "### 3 IRFs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "id": "76cd7f27",
   "metadata": {},
   "outputs": [],
   "source": [
    "dpFE  = irf.shock_generator(ss, 'pFE', rho=.8, p=100/100, T=T, truncated_T=truncated_T, display=False).reshape(T)\n",
    "dpFE_HA  = irf.shock_generator(ss, 'pFE_HA', rho=.8, p=80/100, T=T, truncated_T=truncated_T, display=False).reshape(T)\n",
    "dsubv    = dpFE - dpFE_HA\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "id": "b566cc7f",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Linear\n",
    "irfs      = model.solve_impulse_linear(ss, unknowns=unknowns, targets=targets,\n",
    "                                  inputs={'pFE': dpFE})\n",
    "irfs_ts      = model.solve_impulse_linear(ss, unknowns=unknowns, targets=targets,\n",
    "                                  inputs={'subv': dsubv})\n",
    "\n",
    "irfs_tb2   = model_tb2.solve_impulse_linear(ss_tb2, unknowns=unknowns, targets=targets,\n",
    "                                  inputs={'pFE': dpFE})\n",
    "irfs_ts_tb2  = model_tb2.solve_impulse_linear(ss_tb2, unknowns=unknowns, targets=targets,\n",
    "                                  inputs={'subv': dsubv})\n",
    "\n",
    "irfs_tb3    = model_tb3.solve_impulse_linear(ss_tb3, unknowns=unknowns, targets=targets,inputs={'pFE': dpFE})\n",
    "irfs_ts_tb3 = model_tb3.solve_impulse_linear(ss_tb3, unknowns=unknowns, targets=targets,inputs={'subv': dsubv})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "id": "af6e1c11",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------ Figure 22a: Subsidized energy price ------\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------ Figure 22b: Inflation ------\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------ Figure 22c: Nominal interest rate ------\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------ Figure 22d: Output ------\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------ Figure 22e: Energy input ------\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------ Figure 22f: Labor ------\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------ Figure 22g: Real wage ------\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------ Figure 22h: Consumption ------\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------ Figure 22i: Household energy consumption ------\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Figure 22: IRFs (energy shock)\n",
    "for i in range(len(var)):\n",
    "    print('------ Figure 22'+string.ascii_lowercase[i]+': '+var_names[i]+' ------')\n",
    "    if var[i] in ['pi', 'i', 'r']:\n",
    "        plt.plot(100 * (irfs[var[i]])[:truncated_T], color='blue', label='Benchmark')\n",
    "        plt.plot(100 * (irfs_tb2[var[i]])[:truncated_T], color='red', label='Constant net foreign asset position')\n",
    "        plt.plot(100 * (irfs_tb3[var[i]])[:truncated_T], color='red', linestyle='-.', label='Variable net foreign asset position')\n",
    "        plt.ylabel('Differences from steady-state (%)')\n",
    "    else:\n",
    "        plt.plot(100 * (irfs[var[i]] / ss[var[i]])[:truncated_T], color='blue', label='Benchmark')\n",
    "        plt.plot(100 * (irfs_tb2[var[i]] / ss_tb2[var[i]])[:truncated_T], color='red', label='Constant net foreign asset position')\n",
    "        plt.plot(100 * (irfs_tb3[var[i]] / ss_tb3[var[i]])[:truncated_T], color='red', linestyle='-.', label='Variable net foreign asset position')\n",
    "        plt.ylabel('Deviations from steady-state (%)')\n",
    "    plt.axhline(0, linestyle='--', color='black')\n",
    "    plt.xlabel('Quarters')\n",
    "    plt.legend(frameon=False, title=var_names[i])\n",
    "    if save_fig:\n",
    "        plt.savefig('Figures/Figure22'+string.ascii_lowercase[i]+'.eps', dpi=500)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "id": "668c4b87",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------ Figure 23a: Subsidized energy price ------\n"
     ]
    },
    {
     "data": {
      "image/png": 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khCiyIref5PRnu3D8fRP+Ub/jR5q2LhlnQj06QWAbaozoQMUuTWTuNSFEoZPESQhRZBgzsjg/axX6NSvxuPw3HioVj9vWJ+hKk1i2OrHPvIDvm4NpUc7JarEKIR5OkjgJIawqKymN8OfnU/rHL6iYcBYflLZOAWecGnG17dNUGfUYtXr7U9pGJy1LQgirkcRJCGEVFxdvRDf3Hape/4faGLXlCohxqkZs826Unz2B2m3q3vWEnBBCWIskTkKIByZ23yliR79G1aOb8VIp2nIjOq6V9yelz2C83nmOCuVcqWDFOIUQIjeSOAkhClVGUgaHZ/+CWrWK5te+14YDUMBNh8rceHQw3stfo2o5V2uGKYQQZpHESQhR4JTByIU5X2P7wbs4RV+iBTHaulQbZy436Eb5j2dTrqWfjKskhChWJHESQhSYqKORnHjtS6puXUGtjOPa8us2HpxsMoCqUwZQq08jalkxRiGEuB+SOAkh7osyGDn70mLK/e9dyqVHEvJfR+9M9MQ7VSFqwMvU/uBFQmR6EyFECSC/yYQQ+WJIzeBs32l4/vIJtYzJ2vJjrq24+fgQGs3uSwWvMtLJWwhRokjiJISwSFpkHJcef5EaB9bjRyaQ3dH7arkGGBctpsHg9tYNUAghCpEkTkIIs8SHXiLmiVF4nflNG3fJiI5LnoGU+voTqrapa+UIhRCi8EniJITIU9Sv/5A2ZDSekQdx+29ZFnou+PfA4/tlePt45Lm9EEKUJJI4CSFydPHL3TiMGUGlhNPo/luWrnPgYtAgavywGF83Z6vGJ4QQ1mBj7QCEEEVL6Of72VflCTwHBOHxX9KUpC/N6affwC4tido7PsVOkiYhxENKWpyEEACcGbMIt88X4Z9xRVsWXroR6rnn8Zn/nMwXJ4QQSOIkxEMvYtd5op8aQ5OoLUB2/6W9vgOp/O5kfHvWs3J0QghRtEjiJMRDKulyHIf6LaTlXwvxJD17ot1y9dGv+h9tHwuwdnhCCFEklZjEKTY2lg8++IDff/8dW1tb4uLi6NOnD1OnTsXWNvfDDAkJuWtZcHAws2bNKsRohbAeZTBypsuL1Nz2KSEYAPinbHtKfbaYWk80sHJ0QghRtJWYxOmXX37hm2++Yc+ePbi5uXH16lWaNGlCRkYGb775Zp7b7tix48EEKYSVnX/rCyrOHENtYyIAyToXjk1eQ4s5vdDZ6O6xtRBCiBLzVF358uWZOHEibm7ZI81UqVKFPn36sHbtWitHJoT13dgRSqSbH97TB+JiTEQB4T4d0V+9TMt5vSVpEkIIM5WYFqdu3brdtczR0ZGMjIwC31d6ejrp6ena+4SEhALfhxAFISM2iUuBz+BzcpM2FlOUizdq/TfU7N7MqrEJIURxVGJanHKyd+9ennrqqXuWGzduHMHBwQQFBTF16lQSExPzLD9nzhzc3Ny0l6enZ0GFLESBOT3wTShfHt//kqZUG2fOTf6YiknnqSRJkxBC5ItOKaWsHURh+OOPPxg8eDChoaHa7bucjB8/nu7du9O5c2cSExPp168fN27cYM+ePej1+hy3yanFydPTk/j4eEqXLl3gxyKEJSI+/5VSYwZSJiMayJ5P7mybwfj+sRwb+xLTyCyEEPctISEBNzc3i67fRT5xmjlz5j2fcDt48CDNmv3/X9BXrlyhXbt2rF27liZNmli0v+PHj+Pv78/WrVvp1KmTWdvk58QLUdBSbqQQ0aw3tS9uRQco4HKlZpT+fQNu/tWtHZ4QQhQ5+bl+F/k/PydNmsTo0aPzLFOhQgXt/7GxsfTs2ZOlS5danDQB+Pj4AHDu3DmzEychrO30t0fRP9sPv4yTAMTZu5P00Wo8R3S1cmRCCFGyFPk+Tq6urnh4eOT5ujVOU2JiIj169GD69Ol07NgRgE8//TTXuqOiopg9e7bJsitXsqebkH5LojhQBiOHOr9K9aea45NxkkibyoSOXkKZ9CiqSdIkhBAFrsgnTuZKS0ujZ8+etGzZkqpVq3Lo0CEOHTrEJ598opWJjo7G09OTn3/+GYCUlBQWLVrEhQsXADAYDLz11lvUqlWLDh06WOMwhDBbzJFLxDlXodlvc3AknQMVH8PuxFH8l71g7dCEEKLEKvK36sz1+eefs2PHDnbs2MGiRYtyLGM0GklNTSUzMxMADw8PJk6cyDPPPIOjoyNJSUn4+Pjw22+/4ejo+CDDF8Iihxdtx2PSs1RW11FAWMBAAvatkvGYhBCikBX5zuHFgXQOFw9KZnwKe7vMJHD/QmxQnLfzRff223i/8rS1QxNCiGKnRHYOF0Jku7puN279uxNkTAJgl98Imu5ajEtFFytHJoQQD48S08dJiJLsVLdxVO4XhIsxCQX8PXwpQWHLJWkSQogHTFqchCjCks9Hkdg4EL+EM9nvbUqRsO4XmvYJtHJkQgjxcJIWJyGKqPNzvsaupiceCWdQwAXPQBzio6gsSZMQQliNJE5CFDHKYORswyfwfrU/9mRgwIZzL7yH96Xd2LrK055CCGFNcqtOiCIk5q+T6NuH4JsRBUCsgwe6XbvwbV7LypEJIYSAfCROkZGR7Nu3j+vXrxMXF0fZsmWpVKkSrVu3xt3dvTBiFOKhEPHxz1R+/nFsMaCAs02exvfAV+j00jAshBBFhdmJ0759+5g8eTJ79uzBwcGBMmXKYGdnR2ZmJjdv3iQrK4u2bduyaNEiGjduXIghC1HynHvtf9R4ZwQ2KDKw4+q7X1Pr5SetHZYQQog7mPWn7Mcff8xLL73E6NGjuXz5MikpKVy9epWLFy9y9epVUlNTOX/+PAMHDmTo0KF89dVXhR23ECXGwTc3U/mdF7BBkWLjQtLeY3hL0iSEEEXSPROny5cvExYWxv79+3n22WepXLlyjuWqVavG0KFD2b9/P3/99RexsbEFHqwQJc2fo9fQeEZPnEnjWJlA1NlzlGvpZ+2whBBC5EKmXCkAMuWKyI+z9Xvie+InAP6sMYAWof/DztnOylEJIcTD44FPuXLy5Em2b99OZmYmrVq1onnz5vdTnRAPBWOWkZN+j1M/fBMAe/1H0PrwJ9jYSidwIYQo6vL9m3rVqlWEhISwbds29u7dS9++fXnrrbcKMjYhSpzMlEz2+A3VkqZzdbrT6thySZqEEKKYMKvFKSIiAk9PT5NlK1eu5NSpU5QpUwaA9PR0goKCeOONNwo8SCFKguQL0ZwIGEzgjc1koWffsOUEfj7U2mEJIYSwgFl/5nbr1o3p06eTkpKiLXN1deXXX38lNTWV9PR0du7ciXSXEiJnNw+cQedTk4Abm0nBkcMzfpCkSQghiiGzEqd//vkHZ2dnmjZtypo1awBYvHgxixYtwsXFBWdnZ8aPH8+SJUsKNVghiqPIjXtxaeGPszEJIzouzfmagJmPWjssIYQQ+WDRU3XXrl3j1Vdf5eTJk7z33nu0atWKpKQksrKytFt2DyN5qk7k5tKHP1B17JPoMWBAz+UPv8PrxZ7WDksIIQT5u37naziCQ4cOMWHCBKpVq8aCBQuoVq2axcGWJJI4iZyce+UTaix4/r/RwO2J/WEXHj1bWDssIYQQ/ynU4Qg2btzI7t27sbW1pVOnTuzevZuvv/6aDh060LdvX6ZNm4azs3O+gxeiJDndbzq11r2FDki2cSXzwBE8mvpYOywhhBD3yaw+Ti+//DLvvPMOdnZ2GAwGxo4dy3vvvcczzzzDkSNHsLW1pXHjxqxevbqw4xWiyDsdNEJLmuLsK6I7f54ykjQJIUSJYNatutatW7Nnzx7tfVpaGl26dGHnzp3asoiICKZOncqXX35ZOJEWYXKrTtxypvmz1DqYPVfj9VI+lIs4ip2btMQKIURRlJ/rt1ktTkoptmzZQlpaGsnJyaxduxY3NzeTMp6eng9l0iTELaeffgPf/5KmiEpNqXjztCRNQghRwpjVx+mjjz5i0KBBnDhxAp1OR/Pmzfnqq68KOzYhio1z01dSa/3b6IDI0rWpduUAOr2MBi6EECWNRU/VxcXFYWtri6ura2HGVOzIrbqH28U/zlGmQxPcSCDergLO0RelpUkIIYqBQrlVFx8fz82bNwEoU6aMWUnTjRs3SE5ONisAIYqzmFM3MHbthhsJnHeojU3ov5I0CSFECXbPxMnW1pY+ffpw5MgRsyrcu3cvzz77LPb29vcbmxBFWsqlG0Q16UKNzDNc1nvhvG8HpWpXsXZYQgghCtE9+zi5uLiwZMkS+vXrR6VKlejQoQM1a9akXLly2NrakpmZSWxsLGfPnuX333/XOo/b2dk9iPiFsApDagZptRtSN/0a8ZQm/fvNVGtc2dphCSGEKGRmdQ6vW7cuBw8eZMWKFXz77bfs27fP5FZcqVKlaNOmDc8++yyDBw/G1tbscTWFKHaUUbG/6Rhap19DAdHjZuP7WF1rhyWEEOIByNeUKwCpqanExcVRtmxZHB0dCzquYkU6hz9cdjy2kJCfJwNw4onXqbfhLStHJIQQIj8KdcqVOzk5OeHk5JTfzYUolg4OX6YlTTt6vkvIhpetHJEQQogHqUTdU6tTpw4eHh4my55++mmef/75XLdRSvHWW2/x/fffY2trS+3atfnoo4/uGuBTiDMvvU+z/40HYGfjcQRvnGDdgIQQQjxwJSpx8vDwYMeOHRZt895777F+/XoOHDiAs7Mzw4YNY9CgQfzwww+FE6Qoli4u+RGfJRPQATGOVQjctxCdjc7aYQkhhHjAHuqhjQ0GA3PnzuWFF17A2Tl77J1Jkybx448/EhoaauXoRFER9es/VH3pCWxQJNuUwvnsMfQOJepvDiGEEGZ6qBOno0ePEh0dTUBAgLasbt26uLi48Pvvv1sxMlFUJJy8TOlubbDFQAZ2ZOz9G6eq5awdlhBCCCvJ15/NERERfPbZZyQmJrJo0SI2btyIv78/tWrVKuj4LJKcnMywYcM4e/Yser2ezp07M3HixFwH4wwPDwcw6Rel0+moVKmSti4n6enppKena+8TEhIK6AhEUZIZnwING+Go0jCi48bXv1GluXW/40IIIazL4hanP//8Ez8/P7777ju2bNkCQGZmJr1792bbtm0FHqAl/Pz8GDNmDLt27WLt2rVs2LCB/v3751o+JSUFAAcHB5PlDg4O2rqczJkzBzc3N+3l6elZMAcgigxlMBLj2YjSWbEo4MLMlVTpF2ztsIQQQliZxYnTG2+8wW+//caxY8eoVKkSAH379mX79u3Mnj27wAOcOXMmOp0uz9ehQ4cA+OKLL2jWrBkAlSpVYtasWWzYsIEzZ87kWPetfk23tx7den9rXU6mTZtGfHy89oqIiCiIQxVFyMWa7fBIPIsCzjwzg5ozBlk7JCGEEEWAxbfqlFK0adMGyL6tdYu7uzsGg6HgIvvPpEmTGD16dJ5lKlSokONyHx8fAM6dO5fjbcSaNWsCEBkZSbVq1YDs47t+/bq2LicODg53tVKJkuN068HUvrQLgDPNn6X2VzOtG5AQQogiw+LEKT4+nsTEREqVKmWyPCIighs3bhRYYLe4urri6up6z3LHjh1j//79jBgxQlt25coVgFxvpTVs2BB3d3cOHTqktVSFhYWRnJxMx44dCyB6Udycf/tLau1dDcAFz0Bq7//CyhEJIYQoSiy+VdevXz9atGjBokWLiI6OZvXq1bz66qu0bNmSkSNHFkaMZomJiWH+/PnExsYC2VPCzJs3j6CgIOrVqwdAdHQ0np6e/PzzzwDo9XqmTp3KRx99pPVpevfdd+nRowf+/v7WORBhNSkRMVR9Yxg6INahMl7nd1o7JCGEEEWMxS1OU6ZMoXTp0sydO5eIiAiGDBlC9erVmTlzplUTp4YNG9KnTx+6deuGk5MTiYmJNGvWjNmzZ2u3FI1GI6mpqWRmZmrbTZgwgaSkJNq0aYOdnR21atVi9erV1joMYUUHu71BMBlkoUe3ayc6/UM9WocQQogc5HuSX4CkpCSUUnfdtnvYyCS/xd/BmT8TMOsxAP5562eavN7dyhEJIYQobPm5flv8J/WsWbO0/7u6ulKqVCmSkpLw9fVl2bJlllYnhNXd+CsM71lDANj5yHhJmoQQQuTK4sRp5867+324uroSFhbGmjVrCiQoIR4UZTCibx+MOze4ZOdDiz/mWDskIYQQRZhZfZyOHj3KkSNHgOxH93PqA3Tz5k1u3rxZoMEJUdj291lAy4woFGCcMxfHMo7WDkkIIUQRZlbitH37dhYvXgzA9evXmTFjhsl6Gxsb3N3defvttws8QCEKS/jmUzT8PvvW87EWI2g4sY+VIxJCCFHUWdw5vEuXLvz666+FFU+xJJ3Di5/MlEzOuLeiXsrf/FO2A42jtmJjK0/RCSHEw+SBdA7PK2k6fvy4pdUJYRWX63SkXsrf3KQMlX9dKUmTEEIIs1g8jtMt6enpREVFcXuD1ciRI9mzZ0+BBCZEYTk7fgk+EdlTqlzp+zL+AdWsHJEQQojiwuLE6cqVKwwaNIidO3dyH0NACWEV8aGX8H5/PDrgeikf/Ne9Ye2QhBBCFCMWJ05jx46lXbt2LF26lCFDhrB27VrS09PZsGEDCQkJhRGjEAUmvVU73DCQiS1OB2RKFSGEEJaxOHGKiori9ddfB8DR0REvLy8Apk2bRu/evQs2OiEK0Klu4/BLCkcBFyd+iG+dqtYOSQghRDFjcY9YG5v/3yQzM1ObHNdgMHDq1KmCi0yIAhT5435qbfkQgIvV2+K7cLSVIxJCCFEcWZw4ubq6MmnSJJKSkmjevDmdOnVi9uzZdO3aFXd398KIUYj7YszIwuXJrtigSLFxoerRLdYOSQghRDFlceL0zjvvUKNGDTIyMnj99dcpU6YMc+fOJTExUeaqE0XS+Ua9KJUVhwJiP9+InZuztUMSQghRTFk8AGZukpOTcXFxKYiqih0ZALPoujB/PV5TnkYHnG45kNp7754uSAghxMPpgQyA+fzzz9+1LDk5mRYtWmidxoUoClKvxFJ56iB0QKyDB7X+XGntkIQQQhRzFidOOXUAd3FxITQ0lJ075fFuUXTENG6Pg0rHgA3qj+3o9DI6uBBCiPtj1nAEO3fu1JKiCxcu8Oabb95V5ubNm8TExBRsdELk06HZv9Lsxr8AnB0wE7/WdawckRBCiJLArMTpwoULbN++HchOkG79/xYbGxvc3d1Zvnx5wUcohIViTt3Ac/oQAHbXf462a2R0cCGEEAXD4s7hgwcPZtWqVYUVT7EkncOLlr9qDKDNhS85Z1+XKtf+xqmck7VDEkIIUQQ9kM7hkjSJoix81mraXPgSgNSlKyRpEkIIUaAsTpx+/fVXhg0bxrFjxwB49dVXcXNzo3nz5pw+fbrAAxTCXMqoKDP7FQCiXGrgP7yFlSMSQghR0licOM2fP5/AwEB8fX3ZtWsX8+bNY86cOQwYMIBx48YVRoxCmGX/1I2Uy7xOBrYYv/ra2uEIIYQogSye5FcpxbBhwwBYuXIlvXr1YsyYMQB89913BRudEGZKT0in8nvZrU17AqcS0lNam4QQQhQ8i1uc0tLSAEhMTGTjxo0MHjxYW6fT6QouMiEscOzRqXhlneO6jQfNvpli7XCEEEKUUBa3OPn7+9OuXTvi4uKoUKECjz32GHFxcaxfv14SJ2EVsftO0fTPxQBcfGICzT1crRuQEEKIEsviFqcPP/yQ7t27ExwczObNm7GxseGff/5h7969TJkif+mLBy/10afQAWk6J5quHm/tcIQQQpRgBTbJ78NMxnGynkvLNuE5pgc64MzohdRaNtHaIQkhhCgmHsg4Trdr3779/WwuxH0rPX74/0/iK0mTEEKIQnZfiZM0VglrOj18LmUyolBA8kcrrR2OEEKIh4BMFy+KJUNqBl4rZgJwpUJjPId3sW5AQgghHgoWP1V3uyFDhhRQGPdvx44dDBkyBG9vb5Plhw4d4oMPPtDGnrpTSEjIXcuCg4OZNWtWIUQpCsq5dsOprdIxosN1y7fWDkcIIcRDwuLEaeDAgaxZswbAZAynomDIkCHMnDlTex8bG4u3tze9evXKc7sdO3YUalyiYCWcvIzv/uz56MIb9MK3qY+VIxJCCPGwsPhW3Q8//EDnzp1ZtWoVKSkphRFTvgQEBGgjmN/y1Vdf0bVrV8qVK2elqERhuNmpLzYoMrCj+s411g5HCCHEQ8TixKl3796sXbuW+Ph4unTpwvDhw/nzzz8LIzaLuLi4ULFiRZNlq1atyvUWnSiern37J9Wv7AXgfJ/J2Jd1sXJEQgghHib3PY7T4cOHWbp0KTt37mTIkCEMGjSIatWqFVR8+XbixAk6d+7MxYsX0ev1uZYLCQmhUaNGHDlyBKUUrVu35rXXXqNUqVK5bpOenk56err2PiEhAU9PTxnH6QGIdvHCPeUSibZlcE2LQaeX5xuEEELkzwMZx2n37t3a/w8cOMCnn37KN998Q1RUFOfPn2f06NH07NmT48ePW1p1gVq5ciWDBg3KM2kCaNy4MY8++ig7d+7k559/5tixY3Ts2BGDwZDrNnPmzMHNzU17eXp6FnT4IgfHPtmDe8olFBDz9seSNAkhhHjgLG5xatasGf379+d///sfJ0+eJCQkhKFDh9KnTx8cHR0BOHfuHM8++yz79u277wBnzpx5zyfcDh48SLNmzbT3BoOB6tWrs337dmrXrm3R/o4fP46/vz9bt26lU6dOOZaRFqcHTxkVoW6taZC0jz0+A2l9drW1QxJCCFHM5afFyeKn6v755x9iYmIYNGgQQ4cOvevx/1uioqIsrTpHkyZNYvTo0XmWqVChgsn7X3/9lZo1a1qcNAH4+GQ/oXXu3LlcEycHBwccHBwsrlvk397x62idtI8kXPD5dp61wxFCCPGQsjhxat26Nbt370an0+Va5p9//mHixIKZ/sLV1RVXV8tmu1+1ahVDhw69Z7moqCiWL1/Oa6+9pi27cuUKgNx+K0JSr8TyyIfZn+ehDlMJaVzZyhEJIYR4WBXoJL9Lly69a0iABy0uLg5fX18uXLhwV8IVHR1NkyZN+Pjjj3n00Ue5cOECTZs25e+//8bb2xuDwcDw4cPZs2cPR48e1W493otM8lu4ztXuhs+ZLRjQk345GueqZa0dkhBCiBKg0G7VrV5tXn+SJUuWWD1xWrt2LY899liOrVRGo5HU1FQyMzMB8PDwYOLEiTzzzDM4OjqSlJSEj48Pv/32m9lJkyhc0aHXqXgm+4GEsx2fw0+SJiGEEFZkVouTk5MTHh4e2vvr16+TlZWljZsUFRWFUgpPT0/Cw8MLL9oiSlqcCs+uuqMIClvOcZcA6sbtw8ZWnqQTQghRMAqtxally5Zs374dyH7MPzY2lhdeeEHrIJ2ens6SJUuwtb2vqe+EMHFmzT7ahH0GgGH+IkmahBBCWJ1ZLU7Jycm4uGSP0Ny9e3d++eWXHMt16dKFX3/9tWAjLAakxangKYORREd3SmfFcrhSVx6J3GztkIQQQpQwhTYA5q2kCSAsLIyMjIy7yqSlpXH27FkzQxUib2cGvknprFgUUHHRFGuHI4QQQgD5GI6gZcuWBAUFMWbMGGrUqIFOp+PcuXMsW7aMVq1aFUaM4iGTlZSG99dzAIjwCKB6/xDrBiSEEEL8x+LEafny5bz88suMHDmSrKwslFLY2dkxbNgwFi5cWBgxiofMuaem4EcGRnS4/fattcMRQgghNPkexykpKYnw8HCUUvj6+prcznvYSB+ngqMMRtLsS+FkTOGCVzDeF3ZYOyQhhBAl1AOZ5PcWV1dXGjZsSKNGjbSk6d13381vdUIAcO7lj3AypqAA19UfWTscIYQQwkS+WpzCw8PZtm0bkZGR3L75ypUrZRwnaXG6LzcdPCibcZ1rZepS+eYJa4cjhBCiBHsgk/z+9NNPDBo0iLp16xIWFkajRo3IyMjg33//pVatWhYHLcQtEcs345lxHYCs+dJ6KYQQouixOHGaM2cOBw4coFatWrRr104bGPPcuXPMnz+/wAMUDw/9K9kTQ990qITnyG5WjkYIIYS4m8V9nBwcHLSWJaPRqC338fEhIiKi4CITD5Ubu09QOe4kADHPvWblaIQQQoicWZw4JScnk5KSAoCtrS0HDhwA4PTp05w4IX1SRP4kDhyDDki1ccZn0QvWDkcIIYTIkcWJU4sWLfD39+fSpUsMGjSIwMBAatWqRcOGDXnssccKI0ZRwqVGxuN1cRcAlzqPQKeXOemEEEIUTRY/VWcwGEhLS8PZ2RmdTsc333zDrl27qF+/PiNHjkSv1xdWrEWWPFV3f3Y9+wlBX40mUVcKp4QobF0drR2SEEKIh0B+rt/5HgBT/D9JnPLPmGXkonNdamSeZmev9wjeON7aIQkhhHhIPLABMNevX09wcDBt2rQB4K233mLNmjX5qUo85A5O/5EamaeJx40mHw23djhCCCFEnixOnD755BNefvllGjZsSGpqKgBPPPEEGzdu5P333y/wAEXJVnfBUABONO5PqSqlrByNEEIIkTeLE6fVq1dz5MgRPvzwQ9zc3ACoX78+69atY8OGDQUeoCi5zs1eS+msOBRQc/Ywa4cjhBBC3JPFiZNer6dChQoA6HQ6bbmdnR0ZGRkFF5ko8a5/8j0A4eUDqNS9mXWDEUIIIcxgceKUnp5OaGjoXct///13DAZDgQQlSr7Lf16gRcQ3AGQtXW7laIQQQgjzWDzlyvTp02nRogUdOnTgzJkzDB06lFOnTvHPP//w008/FUaMogQKf3ER1TDyd7mONO3byNrhCCGEEGaxuMXp0UcfZf/+/ZQtW5aKFSty9OhRateuzeHDh+nUqVNhxChKmPijFwn8dwkAuhdftHI0QgghhPkKZBwno9HIqVOnqFu3bkHEVOzIOE6WOVenOz6nNpOuc8A+M0VGChdCCGEVD2Qcp969e9+1LD09nUmTJjFkyBBLqxMPmYzYJLxP/QrAxcBnJWkSQghRrFh81YqPj79rmZOTEz///DPnz58vkKBEyXW+zyT0GDFgg9eG96wdjhBCCGERszqH//DDD/zwww8AhIWFMWzY3WPu3Lx5k7i4uAINTpQsymDEa8cqAC76dqSmu9zWFEIIUbyY3eKklMr1pdPp8PPzY/369YUZqyjmzo5eiKNKQwHl1i61djhCCCGExSzuHD5lyhTmzZtXWPEUS9I53Dzx9u64Zd7gSvmGVL3xr7XDEUII8ZB7IJ3Dc0qabt68aWk14iFzcfFG3DJvoADd+4utHY4QQgiRLxYnTl999RXt27dn//79APTv35/y5cvj4eHBgQMHCjxAUTI4TH8FgFjHqlR5tp2VoxFCCCHyx+LE6eOPP+a1116jefPm/Pzzz3z33Xds2rSJTz/9lFdeeaUwYtScOXOG1q1bExISkuP6+Ph4Bg4cSPPmzWnSpAmzZs3iXnciMzIyGDduHE2bNqVp06aMHTtW5twrYNG/HaFS4lkA4ibMsnI0QgghRP5ZnDjZ2trSoUMHdDodq1ev5umnn6Z79+707NnTZNLfgrZmzRoGDRqEjU3uIQ8cOBBbW1sOHDjAn3/+yTfffMPixYvzrHfSpEkcP36cAwcOcODAAU6ePMnkyZMLOPqHW8rQF9AByfpS+Lwz3NrhCCGEEPlmceKUlJSE0Wjk+vXrbNq0yWTQy6ysrIKMzUT58uXZuXMnvr6+Oa4/duwYP/30k9bq5ezszJgxY5g7dy5GozHHbWJiYvj444+ZOHEier0evV7PhAkTWLZsGbGxsYV2LA+T5PNReF7ZC8CVnmOsHI0QQghxfyxOnDp06ECdOnVo0qQJdevWpV27dkRERPDqq6/i5uZWGDEC0L17d+zt7XNd//vvv+Pq6moy7UtAQABRUVEcPXo0x2127dpFZmYmAQEBJttkZmaya9euggv+IXZo0tfYoEjWueDz5ZvWDkcIIYS4L2YNgHm7OXPm8Mgjj3D16lUGDBgAQGRkJA4ODsyYMaPAAzRXeHg4lSpVMlnm4eGhrWvcuHGO29ja2lKhQgVtmbu7O3q9nvDw8Fz3lZ6eTnp6uvY+ISHhPqMvmQwZBrx//ACAv59eQJBT7omvEEIIURxYnDgB9O3b1+R9QECASauNNaSkpODg4GCy7Nb7lJSUXLfJqRXL3t4+120gO3mcNUs6Od/Lgde+p1VWODG68jT7cLC1wxFCCCHum1VnWJ05cyY6nS7P16FDh8yqy9nZ2aQVCNDeOzs757pNTk/QZWRk5LoNwLRp04iPj9deERERZsX4UFGKeu+NAuBEqxE4V8j9fAohhBDFRb5anArKpEmTGD16dJ5lbr+NlpeaNWty/fp1k2WRkZHauty2ycrK4saNG9p+oqOjMRgMuW4D2S1Zd7ZuCVPnXvkEH0MsCqg7e4C1wxFCCCEKhFVbnFxdXfHw8MjzZWtrXm7XoUMHkpKSCAsL05YdOnSIihUr0rBhwxy3CQoKws7OzqRV69ChQ9jZ2REUFHR/B/eQi1q7DYCLFZpSIcTfytEIIYQQBcOqiVNBatiwIT169GDBggUApKamsmzZMqZMmaKN/RQaGkrVqlU5fPgwkD3EwejRo1m0aBEGgwGj0cjixYsZPXo05cqVs9qxFHfxl+J55PJPAKR9sNzK0QghhBAFp0ATp/bt2xdkdSZ+/PFHQkJC2LJlC0eOHCEkJITPP//cpMzq1atJT0+nefPmtG7dmieffJIJEyZo67OyskhJSTEZb2rBggXUqVOH5s2bExAQQO3atbXkS+TP0RkbcCSdMw718Xu6sbXDEUIIIQqMTt1rTpI7XLp0iVmzZnH48GHi4+NNpjSJjIzM82m0kio/syuXZNEO1XDPuMKf7acTuE2ePhRCCFE05ef6bXHn8KeffpoaNWowYsQIXFxctOVKKebNm2dpdaKEifx+Hx4ZVwDwfbGrlaMRQgghCla+nqr76quvclwuT5qJ5CnZLUyJejc8ereycjRCCCFEwbK4j1PLli2JiYnJcd2dwwGIh4syGKl2ZjsA11r0sm4wQgghRCGwuI9Teno6Q4cOxdXVlcqVK6PX67V1K1euzHOqkpJK+jhluzBvHd5T+6GAhKMXcGvgZe2QhBBCiFw9kD5OkydP5qeffqJevXqcOXPGZF1cXJyl1YkSRL8o+2nEGKdqVJCkSQghRAlkceK0efNmIiIiKFOmzF3rBg+W+cgeVobUDKpEZY+PFfPoIMwb710IIYQoXizu49SgQYMckybInsNNPJzOvbgIPUaM6KjxiXwPhBBClEz5Go5g/Pjx9O3b964+TsOGDWPPnj0FGqAoHsqszx4h/Fq5+lQt52rlaIQQQojCYXHi9MwzzwDwwQcfoNPptOVKKZP34uGRfD4K96TshwLSRo2zcjRCCCFE4bE4cWrRogVr1669a7lSSkuqxMPlysiZ1AYysaXm28OsHY4QQghRaCxOnBYuXIiXV85PTH388cf3HZAofiru+gaAK15t8NaXmHmjhRBCiLtYnDi1adMGgL///pvQ0FB0Oh3+/v40adKERo0aFXiAomiLOnAe98wbANi9+YaVoxFCCCEKl8WJ082bN+nXrx+//fabtkyn09GlSxe+/PJLypYtW6ABiqLt5JwfqAiEO9al5qAO1g5HCCGEKFQW31d56aWXcHd35/DhwyQmJpKUlMTff/9NuXLlGDt2bGHEKIow961fABDx+ItWjkQIIYQofBa3OB0/fpzDhw+bLGvcuDFr1qyhSZMmBRaYKPrCNxymXsrfZGKL/6y+1g5HCCGEKHQF1pNXp9Nh4bR3opjTj8tuZbpYugHl/WSscCGEECWfxYmTn58fo0eP5vz589qy8PBwRo8eTZ06dQo0OFF0GbOMVL5yMPv/gcFWjkYIIYR4MCy+VffBBx/Qu3dvfH19tVHDDQYDrVu35rvvvivwAEXRdGzZnzQikxSc8PxUnqYTQgjxcLA4capYsSJ//fUX27dv5/jx4yilaNCgASEhIYUQniiq4pdmdwr/u3Z/2lYtZ+VohBBCiAfD4sTpiSeewMXFhTVr1tCuXbvCiEkUcWmxKTQKWwdAqecHWDkaIYQQ4sGxOHHav38/f/75Z2HEIoqJi0Om40cCN3VlafhikLXDEUIIIR4YizuHN23alBo1auS4Tvo4PRzct34JQGJlP2xsZYoVIYQQDw+Lr3qjR4/mzTff5PLly3cNP7BkyZICC0wUTTcPnKFsemT2m6lTrRuMEEII8YDplIWDL9nYZOdaOp0ux/UGg+H+oypmEhIScHNzIz4+ntKlS1s7nEJ1JuAZah1aS5rOCUdjirXDEUIIIfItP9dvi/s4NWrUiMWLF9+1XCnFhAkTLK1OFDNV/vkZgMv1OuFr5ViEEEKIB82sxKl///40adKESZMm8frrrxMcnPOAh3Pnzi3Q4ETRcvXL7VQxJqIAt0UzrR2OEEII8cCZ1cfp1KlTTJo0CYANGzbkWi4hIaFgohJFUvrrbwGQYFce986PWDkaIYQQ4sEzK3FSSpGeng5AZGRkruWWLVtWMFGJIkcZjFS7kD0MRWRgHytHI4QQQliHWbfqOnToQIUKFXB3dycyMpKaNWvmWC6vpEoUb+HTV+BDJgqounymtcMRQgghrMKsxGnBggX06NGD8+fPM3fuXKbm8Bi6Uop58+YVeICiaHD85H0Aol28qejjYeVohBBCCOsw+6m6oKAggoKCSEpKYvDgwTmWSU5OLrDAcnLmzBkGDx6Mvb09O3bsMFl3+fJlFi1axMGDB9HpdCQlJTFy5Eief/75POusU6cOHh6micDTTz99z+0eJpnxKVSOCQUg7snhVLRyPEIIIYS1WDwcwQsvvJCvdfdrzZo1LF26FL1en+P6lStX8u+///Lbb7/h6OjI8ePHadasGQ4ODgwbNizXej08PO5KwoSp88/NpTYKAzbU/GiStcMRQgghrKbYzJdRvnx5du7cia9vzqMHValShcmTJ+Po6AhA/fr16dChA2vXrn2QYZZMv/0GwDX3Rti6Olo5GCGEEMJ6LG5xspbu3bvnuT6nViVHR0eSkpIKK6SHQvyleDxjjwCQ/M771g1GCCGEsLJikzhZSinF/v37c+zIfrvk5GSGDRvG2bNn0ev1dO7cmYkTJ2Jvb5/rNunp6drwDFCyx686OvM72pLGOfu61B4WaO1whBBCCKsqNrfqLLVixQrc3d0ZNWpUnuX8/PwYM2YMu3btYu3atWzYsIH+/fvnuc2cOXNwc3PTXp6engUZepHi/u1HAEQED0Bnk/P8hEIIIcTDwuLE6cyZM6xevZqrV68CsGnTJh5//HFeeeUVUlIsm/R15syZ6HS6PF+HDh2yNESOHj3K3Llz2bhxI3Z2dnmW/eKLL2jWrBkAlSpVYtasWWzYsIEzZ87kus20adOIj4/XXhERERbHWBxc33QQv8S/Aag1+XErRyOEEEJYn8WJ0+uvv862bdswGo2cO3eOPn364OjoSHh4OGPHjrWorkmTJnHt2rU8X40bN7aozvPnz9O/f3+++eYbvLy8LNoWwMfHB4Bz587lWsbBwYHSpUubvEqiyDc/RQck6d2o2qm+tcMRQgghrM7iPk5Xr15l9+7dAEyZMoWGDRuybt06AFq3bm1RXa6urri6uloaQq6uXbtG7969+fzzz2nUqBEAn376aa63644dO8b+/fsZMWKEtuzKlSsAJfr2mzmUUeF8dB8Ax3u9SgsrxyOEEEIUBRa3ON0aR0kpxdq1axk5cqS27tZQANYQGxtL586dGTBgAHq9nkOHDnHo0CFWrlyplQkNDaVq1aocPnwYgJiYGObPn09sbCwAqampzJs3j6CgIOrVq2eNwygyzv5wnFrpoaRjT5138+4nJoQQQjwsLG5xcnJyYubMmVy5coW4uDj69esHwMmTJy3u42SJH3/8kUWLFhEWFkZaWhohISEMHDiQ4cOHA9kdtkNDQ5k8ebLJdrffrsvKyiIlJYWsrCwAGjZsSJ8+fejWrRtOTk4kJibSrFkzZs+ejU73cHeEvv7hOmoB/1bsRHOvMtYORwghhCgSdEopZckG58+f58UXX+TKlSvMmjWLxx9/nA0bNjBlyhTGjRvHSy+9VFixFlkJCQm4ubkRHx9fYvo7Jdm64WpI4N9242j0x2JrhyOEEEIUuPxcvy1OnMTdSlriFH/kPKUfqYkOuLZuF5X7trV2SEIIIUSBy8/1u0DHcerUqVNBViesJPK1D9ABGTp7SZqEEEKI21jcx+nixYvMnDmTI0eOkJCQwO0NVpGRkQUanLCOMrt/AuB6xYY83M8WCiGEEKYsTpyeeeYZKleuzLBhwyhVqpTWiVopxbx58wo8QPFgGTOycE8MByCtdz8rRyOEEEIULRYnTllZWWzYsCHHdc7OzvcdkLCuC3O+oiYKBXjNfs7a4QghhBBFisV9nOrUqUNqamqO64xG430HJKxLt2olADcdq2BfruAGJxVCCCFKAotbnBo0aEC7du3o2bMnlStX1gbEBJg7d642rpMonipdPAjAjUc6Us7KsQghhBBFjcXDETg5OeHh4ZHjuuvXrxfqIJhFVUkZjiB2bxhlW9dFB0RtPkTFrk2tHZIQQghRaPJz/ba4xally5Zs3749x3Xt2rWztDpRhNx44wPKAWk6R0mahBBCiBxY3Mdp06ZNua7LLaESxUPZvb8AcL3KI1aORAghhCiaLG5xcnFxITExkU8//ZTQ0FB0Oh0NGjRgxIgRlCpVqjBiFA+AITWD8imXAMjs+6yVoxFCCCGKJov7OB09epROnTphNBrx9vYG4MKFC+j1erZu3UrDhg0LI84irST0cQqb+z11pvXGiA5jYgq2ro7WDkkIIYQoVA9kypUJEybw9ttvc/36dQ4ePMjBgwe5fv06b775JuPHj7e0OlFERP78NwCHqjwuSZMQQgiRC4sTp6SkJEaOHImNzf9vamNjw6hRo0hOTi7Q4MSDU+nv7P5NGY/2tnIkQgghRNFlceKUkpKS4wCYKSkpD+VQBCXB9X3h1E39BwC/cV2tHI0QQghRdFncOfzRRx8lMDCQF198EV9fXwDOnDnD0qVL6dGjR4EHKApf/OS3qQTcsK2Ee/2K1g5HCCGEKLIsTpxmz56NjY0NL7zwAunp6SilcHR0ZMKECbz55puFEaMoZG7/7AAgqaofFawbihBCCFGkWfxU3S1paWmcPXsWpRS1atXC0fHh7VBcnJ+qy0zJJMWlPG4kcmrhj/hNlFZDIYQQD4cH8lTdLY6Ojvj7+9OgQQMtaZo+fXp+qxNWcnz5HtxIJFrnTq1xj1o7HCGEEKJIM+tW3d9//02pUqWoXbt2nrfjvvjiC7ldV8zEfb0ZgFM1uhJom+88WgghhHgomJU49e7dmzp16rB161bee+89GjdunGO5uLi4AgxNPAjNDy4BwKltgJUjEUIIIYo+sxKns2fPotfrAWjevDm//vprjuW6dOlScJGJQhf54348jMkowOfFbtYORwghhCjyzLo3Y29vryVOP/74413rs7Ky2Lx5c54TAIuiJ2H2hwCk2JSiTDNfK0cjhBBCFH0Wd2rp1u3ulgmDwcCmTZt48sknCyQo8WBU+HcbANdrtLByJEIIIUTxUCC9gR0cHPjoo4+kj1Mxkh6dQNn0SAB0w4dZORohhBCieDCrj9OqVatYtWoVAEeOHKF9+/Z3lbl58yYODg4FG50oNJde/ZhagAEbvF952trhCCGEEMWCWYmTt7c3wcHBAJw/f177/y02Nja4u7vLrbpixPHHdQBEl/bBQy/DEAghhBDmMCtxCg4O1pKl0qVLM2HChEINShS+SlGhAMSHPI6HlWMRQgghiguLmxrySprefffd+wpGPBhXvtiOPRkowGP2S9YORwghhCg2LJ7kFyA8PJxt27YRGRnJ7VPdrVy5kokTJxZYcKJwpLy7DIAk2zK4+Ve3cjRCCCFE8WFx4vTTTz8xaNAg6tatS1hYGI0aNSIjI4N///2XWrVqFUaMmjNnzjB48GDs7e3ZsWPHXevLlClz16jm48aNo3fv3rnWmZGRweTJk/nzzz8BaNOmDQsXLsTe3r4gQy9S3E/sACDKtzWlrBuKEEIIUaxYnDjNmTOHAwcOUKtWLdq1a8f27dsBOHfuHPPnzy/wAG9Zs2YNS5cu1QbizEnjxo1zTKjyMmnSJE6cOMGBAwcA6Nq1K5MnT+b999+/n3CLrJSIGNwyogGwGzPKytEIIYQQxYvFfZwcHBy0liWj0agt9/HxISIiouAiu0P58uXZuXMnvr4FN8J1TEwMH3/8MRMnTkSv16PX65kwYQLLli0jNja2wPZTlFyc8Tk6IAs9nmN6WDscIYQQolixOHFKTk4mJSUFAFtbW62l5vTp05w4caJgo7tN9+7dC/z22a5du8jMzCQg4P8nuA0ICCAzM5Ndu3YV6L6KiqhD2cntMe8e6GQYAiGEEMIiFt+qa9GiBf7+/uzYsYNBgwYRGBiIl5cXERERjBgxojBiNFtkZCRPP/00165dw97enj59+jBq1ChsbHJOEMLDw7G1taVChQraMnd3d/R6PeHh4bnuJz09nfT0dO19QkJCwR1EIVJGhffJXwDIHCCjhQshhBCWsjhxWrx4MXPnzsXZ2ZnBgwfj7OzMrl27qF+/PiNHjiyMGM3m6+vLO++8g4+PD2fPnqVTp06cPXuWhQsX5lg+JSUlx1Yse3t7rVUtJ3PmzGHWrFkFFveDcv7X09TMCicde+q/dPfo70IIIYTIm8X3avR6PS4uLuh0OgCeeuopPvzwQ0aPHs3+/fstqmvmzJnodLo8X4cOHTK7vk2bNuHj4wNkJ1GTJk1i8eLFpKam5lje2dmZjIyMu5ZnZGTg7Oyc636mTZtGfHy89irMvl0FyTBlGgARrnVxqehi5WiEEEKI4sfiFqdLly7lum7SpEns2bPH7LomTZrE6NGj8yxz+200S/n4+GAwGLh48SJ16tS5a33NmjXJysrixo0b2n6io6MxGAzUrFkz13odHByK5bx8lU7uzP6Pdw3rBiKEEEIUU2YlTk2bNsXPz4+vvvoKb29vrbXpdkqpHJfnxdXVFVdXV4u2yc22bdtITk6mZ8+e2rIrV64AUK1atRy3CQoKws7OjkOHDtG1a1cADh06hJ2dHUFBQQUSV1GRFJmEY1Z2XyyHSTJauBBCCJEfZt2qe/3113nuueeA7M7h4eHhOb6aN29eqMHmJSIiggULFmh9k2JjY3n//fcZOHCglpyFhoZStWpVDh8+DGQPcTB69GgWLVqEwWDAaDSyePFiRo8eTbly5ax2LIXh+AfbsCeLi7Y+VBvYztrhCCGEEMWSWS1Ot4+8/dprr+Hl5ZVjuXfeeadgosrBjz/+yKJFiwgLCyMtLY2QkBAGDhzI8OHDAejQoQN///037dq1w9HRkcTERLp168b06dO1OrKyskhJSSErK0tbtmDBAiZPnqwlfa1bt2bBggWFdhzWkr4x+2m6C/W642VjWcugEEIIIbLp1O2TzZkhICCAPXv2YGdnV1gxFTsJCQm4ubkRHx9P6dKlrR3OXZTBSIpdKVxUCv+8sZEmb/aydkhCCCGE1eXn+m3xU3WXL1+mbdu2PPfcc/z1118WBykevIvvb8RFpaCAus+VrL5bQgghxINkceI0ZswY9u3bx/Dhw1m7di0tWrRg5syZnDt3rjDiEwXA8MlnAMTbu+NUtWT13RJCCCEeJIsTpzfeeAOA5s2b8+GHH/LXX39RoUIFGjZsSNu2bQs8QHH/Kp3bC0C0v3QKF0IIIe6HxYnTZ59lt14kJyezatUqunTpwrhx46hSpQqdOnUq8ADF/Yk/ehEXQzwALpPHWDkaIYQQonizeADMBQsWsGPHDjZu3IiDgwN9+/blrbfeonXr1oURn7hPka++jxuQgT1V+gVbOxwhhBCiWLO4xen8+fMkJiayevVqIiMj+fjjjyVpKsLcdv0EwPWKDawciRAll8Fg4J133iEgIICQkBDatGlDUFAQM2bMMLuO+Ph4QkJCcHR0ZOXKlfmKIz09HU9PTw4ePJjj+qSkpBz3sXjxYpNhZwpSbvsU93avz1NYh8UtTsOGDePjjz8ujFhEATNmZOGeGA5AWu9+Vo5GiJJr9uzZfPPNN/z555+4ubkBsHLlSkaMGGH2hOBubm7s2LEDb2/vfMeh1+vx8/OjVKlSOa53dXXNcR8VK1a8r/3mJbd9inu71+cprMPiFqePP/6Y5ORkVqxYwaJFiwD4888/uXnzZoEHJ+7Pxfnr0GNEAV6zn7N2OEKUWN9//z3dunXTkiaAIUOG0KRJkwcah62tLb///nuOc3PmpX///rz33nuFFJXIr/x+nqJwWZw4HT9+nJo1azJu3Dit5enff/+lZcuW2lQmoohYsQKAmw6VsS8vf7EIUVjs7e3ZvXs36enpJssPHDgAQGRkJCEhIeh0Onbs2AHA+++/j7e3NyEhIXfVFxUVRf/+/WnRogV169bl119/1daFh4fTtWtXgoKCCAwMpG/fvpw6dQqAzp07U6ZMGWbOnKmVT0pKon///tSoUYOuXbuy4r/fC7d89dVXNG7c2GSu0ZCQEJNXtWrVsLW1JSoqCoBr167Rp08fmjVrRmBgIIMHDyY2Ntbsfebm559/pnnz5gQGBtKqVSuTuxsjRozAw8ODQYMGMWXKFIKDg/Hz8zM5NwCnTp2iS5cutGzZkjZt2jB+/HhSU1MBWLJkCXXq1MHb25uVK1fSvXt3ypUrx/jx4wHYu3cvjRo1omnTpnTr1o333nsPnU5HSEgIy5cvx9vbG2dnZ7p16wbAiRMnaNasGZUrV2bNmjV3Hc+0adPw9vYmODiYadOm0a5dO6pXr87EiRMxGo1A9pRmt74HCxYsoEuXLri4uLB48eIcP8+srCymTp2Kv78/QUFBBAQEsHjxYm19YmIiw4cP55FHHiE4OJhevXpx6dIls86/MJOyUJcuXdSXX36plFIqJCREW3769GnVuXNnS6srEeLj4xWg4uPjrR2KiUR9aaVAnWoxwNqhCFGiff755wpQNWrUUG+//bY6efJkjuUAtX37du39jBkzVHBwsEkZLy8vVa9ePRUdHa2UUmrlypXK2dlZRUZGKqWU6tatm3rjjTeUUkoZjUY1YMAAtWLFCm374OBgNWPGDO39qFGjVEBAgEpJSVFKKbVw4ULl6Ohoss327dvV7ZeD22OKiopSFStWVK+++qq2rGXLlmrKlClaDCNHjlRdunSxaJ93OnbsmHJyclJHjhxRSil1/fp1VaVKFfX1119rZQYPHqzKli2rnd/3339fVa9eXVufmpqqvLy81LJly5RSSmVkZKhu3bqp5557TiuzYsUK5eTkpJYuXaqUUuqPP/5QU6dOVQkJCap8+fJq4cKFSimlkpOTVcuWLU3Oy++//670er26du2atuyDDz5Qn3/+ea7HNWPGDKXX69X69euVUkpdu3ZNeXh4qA8//NCkjKurq/rpp5+UUtmf+a347vw8p02bph555BGVmJiolFJq165dqmzZstr6vn37qmeeeUYZDAallFJvv/22qlevnsrKyso1xodZfq7fFidOt/9AtWvXzmTd7YnUw6QoJk6p124qIygF6vKq360djhAl3g8//KBat26tAAWoFi1aqF27dpmUMTdxev3117X3BoNBVahQQc2ePVsppVTDhg3VsGHDtAvjxYsXVUREhFb+9gttQkKCsrOzU//73/+09ampqcrW1jbPxOny5cva/3v37q0aNGig0tPTlVJKbdu2TQFaYqeUUgcPHlSAOnv2rNn7vNPAgQPVo48+arLshRdeUIGBgdr7wYMHqw4dOmjv//33XwWo2NhYpVR2AluqVCnt3Cil1DfffKNsbW1VWlqaUio7cbK3t1cZGRkm+/r444+Vg4ODluwppdRnn31mcl6MRqPy9vZW8+bN05YFBgaqhISEXI9rxowZqlq1aibLJkyYoGrVqmVSxtvbO8ftb/88U1JSlKOjo/rss89Mytz6vpw7d04B6uDBg9q66OhoBajff5frQE7yc/22uHN4fHw8WVlZ2NqabhoXF8f169fz2e4lCtrlhV/jCxjRUeVZGfhSiMLWs2dPevbsyaVLl1i3bh3vv/8+HTp0IDQ0lNq1a1tU1+0TqdvY2ODt7c3JkycBmDVrFgMHDuS3336jX79+jBo1Cl9f3xzrCQ8PJzMzk5o1a2rLHB0dqVixYp77r1q1KgBr1qxh06ZN7N+/H3t7ewBCQ0OxsbGhT58+WvmsrCy8vLy4du0aSUlJ+dpnaGgo169fN7l1GRcXh6Ojo0m5ypUra/+/1Wk6ISGBsmXLEhoaisFgoH379lqZtLQ0qlatyrVr17QO6hUrVrxrvtWwsDAqV66Mk5OTtqx69eomZXQ6HYMHD2bFihW88sorHDlyBB8fn3t23r798wTw8fHh3LlzZGZmanFUq1YtzzoAzp49S1pa2l2f91tvvQVkn0OAcePGmRyfl5cX0dHR96xfmMfixKljx4506tSJl156icTERHbt2kVYWBhLliwptMdZheUi/72OL3DerTE+eou7sgkhLBAZGYmHhweQfbGdPHkyAwYMwMvLi19++SXXxMlgMOS4XN0x97pSSuuD1KtXLy5fvszatWv57LPPWLx4Md9++y09e/bMtZ7b+y+Z6/Lly4wdO5bXX3+dRx555K7127ZtQ6/X37X8yJEj+d5nx44dWbVqVZ5lbt/nrX3cfr4qVKig9SMzp45bbj/HeRkyZAhvvvkme/fu5euvv2bo0KH33Canz9OcmO5VT26++OILatSoYVZZYTmLr6hz5syhefPmPPvss/z999+EhIQwfvx4evTowZtvvlkYMYp8sAvN7qgf0fZZK0ciRMnXr18/IiMjTZZVrlyZUqVK4erqqi0rVaoUSUlJ2vsrV67kWN/tnXmNRiMXL17Unqz69ttvcXNz47nnnuPgwYP06tWL5cuX51iPr68vdnZ2JnOJpqWlaZ288zJ8+HB8fHx49dVXAbhw4QJxcXE0aNAAo9HImTNnTMo///zzxMTE5HufDRo00Dq53xIaGmrRdaVBgwZcu3aNhIQEbVlmZiZDhgwhKysrz23r1avH1atXtY7kQI6dqr29vWnXrh0ff/wx+/btIyjo3hOnR0REmLwPDw/Hx8fnrlave6lVqxaOjo6cPXvWZPnChQtJSUnB398fnU5313mcPn06YWFhFu1L5M7ixMnW1pZ58+YRGxvLv//+y7///ktsbCyzZ882K2MWhU8ZFT7X9wBQ4fE2Vo5GiIfD7NmzTS7Oa9aswWAw0KVLF21Z48aN+euvvwC4fv0627dvz7GutWvXEhMTo9WTkpLC8OHDAZgyZQonTpzQyhoMBvz8/HKsx9XVlWHDhrFs2TItIfjoo4/u2XKxdOlSdu7cyapVq7RuGStXruTIkSO0a9eO1q1b8/bbb2tPhn3zzTeEhYVRvnz5fO9zypQp/PPPP2zduhXITnjeeOONu25z5aV///5Uq1aNuXPnassWL16MTqe7q3tJTtu6urqydOlSAFJTU/niiy9yLDts2DBWr15Njx49zGqliomJYcOGDUB26+TatWsZO3asuYelcXJyYsKECSxdupTk5GQAtmzZwsaNG3F2dqZmzZr069eP+fPnk5aWBsCePXvYsGFDrrdzRT5Y2pHKaDSqkydPqr1796qwsDBlNBotraLEKWqdwy+u2KYUqDTsVXpiurXDEaLE++GHH9STTz6pAgICVHBwsGrZsqXq2rWr2r9/v0m5gwcPKn9/f9W6dWs1cuRINWnSJOXm5qYeffRRFRcXp4KDg5WDg4OaOXOm6tWrlwoICFB+fn5qy5YtWh2LFy/W9tOiRQs1dOhQ7QmrTp06KTc3N+Xl5aVee+01pZRSiYmJ6plnnlHe3t6qY8eOatGiRcrLy0v5+fmpDz/8UH355ZeqUaNGClDBwcHqzJkzysXFRbm5uakWLVpor6pVq2od2yMjI9XTTz+t6tatq0JCQtTTTz+trl+/rsV4r33mZsuWLapp06YqICBAtWnTRi1atEhbN27cOFWpUiVVqVIlNXnyZBUWFqZatGihdcQ/evSoUir7Ce+uXbsqf39/FRQUpEaNGqWSkpKUUtkdw/38/JSDg4MKDg5Wu3fvNtn/nj17VMOGDVWTJk1Uz5491bJly5Stre1dcaakpCg3Nzd18eLFe343bj0AMHv2bNWhQwfl6empXn75Za0D+5w5c5SXl5dyc3PTzv8tOX2emZmZ6pVXXlH16tVTQUFBqkePHurSpUsm537UqFHKz89PhYSEqMcee8ykTmEqP9dvnVLm3TTNyMhg+vTpfPLJJybNoG5ubowZM4YZM2ZY3OxYUiQkJODm5kZ8fDylS5e2djicbjOU2ntWkqQvjWtWvLXDEUKIYiE6Ohp3d3ft/VdffcWMGTPuui159epVhg0bxpYtW+5Z58yZM9mxY8c9+10J68jP9duszuFZWVl06dKFU6dO8fzzzxMQEEDp0qWJj4/nwIED/O9//+PAgQNs2bIFGxvpiGxt6ReuAnC9alNc71FWCCFEtqCgIHbv3k2FChVIT0/ns88+Y8CAAdr6d955h1dffZVPP/3UrE7homQyK3H69NNPycrKIiws7K6M7IknnmDatGn06NGD5cuX89xzMrWHtblGXwAgduhEfKwbihBCFBs9e/akc+fOlC5dmtTUVDp27Mi0adO09Zs2bWL9+vX4+fnxxhtv3LO+adOm8fXXXxMXF8fjjz/ODz/8UJjhiwfErFt1QUFBrF69Os9JGsPDwxk8eDC7d+8uyPiKhaJ0q+7GyWgq1MseL+Xm2RjK+pSzajxCCCFEUZWf67dZ99WysrLuObN1zZo1cx2TRDw4EUuy/6I5a19XkiYhhBCigJmVON05cuv9lhOFp/x3nwLg6CJDQwghhBAFzaw+TteuXWPNmjX3HIfjzgHgxINXPip7kLOUBi2tHIkQQghR8piVOJ06dYrBgwffs1x+htgXBSctMg5nYyIALsP7WTkaIYQQouQx61ZdcHAwRqPxni9zhp4Xhefy/K/QAUZsZGJfIYQQohCYlTjNnz/frMrMLScKh+7nnwCIc/RAJxP7CiGEEAXOrKtrQECAWZWZW04UjnIXsif2ja3Z1MqRCFH0HThwgJCQEHQ6HXXq1CEkJIRmzZrh6+vLq6+++sCeEj579qwWR1EaXbpbt26UKVOGmTNnWjsUIYoUs/o4iaJPGYy4ZWTPPq57/HErRyNE0de8eXN27NiBTqdj6tSpDBkyBIC///6bli1bUrVqVV544YVCj8PX11eLoyjZvHkzISEh1g5DiCJH7ueUEJc/24INCgV4Tnra2uEIUWw1bdoUf39//vjjD2uHIoQogiRxKiFSV68HIFnvhn05maFOWI9SkJxsnZd5U5bfW1ZWlkkL0Lx582jcuDHBwcEEBwdrMyQkJSUREhKCo6Mj8+fPZ+DAgQQEBNCqVSvOnz9vUueWLVsICAigdevWNG3alJEjR3LlyhWTMmfOnOGpp56icePGdO3aldjYWMD0dt6nn35K3759qVu3Lk899RSpqanMmjWLoKAgGjRowOHDh7X6bt68ydChQ2nevDnBwcG0bduWv/76S1u/ZMkS6tSpg7e3NytXrqR79+6UK1eO8ePH33VOVq5cSbVq1ahduzYvvfTSfZ9jIYotVYycPn1atWrVSgUHB9+1bsWKFcrPz08FBwebvPR6vdq2bVuudea0zdKlSy2KKz4+XgEqPj7e0kMqMNdK11IK1IWqrawWgxBKKZWUpFR2CvPgX0lJlscLqBUrVmjvf/rpJ2VnZ6d++eUXpZRSS5cuVX5+furmzZtKKaV2796tHB0d1YULF7RtvLy8VEBAgEpMTFRKKdW7d281aNAgbf3x48eVvb292r17t1JKqeTkZNWwYUO1ceNGkzh69OihMjMzlcFgUM2bN1fTp0+/K9ZevXqprKwslZaWpmrUqKE6d+6szpw5o5RSaurUqSokJEQrf+zYMdW8eXOVkZGhlFJq165dqnz58tqxKJX9u9PJyUn7vffHH3+oqVOnKqWUCg4OVjNmzFBKKbVnzx7VpUsXlZSfkyxEEZWf63ex6eO0Zs0ali5dil6f+4jYt/dTAAgNDaVTp055DpPg4eFRpDpk5le5hAsApAd1tm4gQhRDc+fOZeXKlcTExHDu3DmmTZtGly5dAJgzZw5jx46lTJkyAAQGBuLj48Nnn33GW2+9pdXRs2dPXF2zW3tDQkL4/PPPtXXz5s2jefPmBAYGAuDs7MysWbPw9PQ0iaNv377Y2mb/Wm7Tpg1Hjhy5K9Ynn3wSvV6PXq+nWbNmxMbG4uvrq8W2bNkyrayvry8bN27Ezs4OgLZt22JnZ8f+/fu14wMwGAyMGDECgHbt2tGunelwJn///TdvvPEG3333HS4uLmaeVSFKpmKTOJUvX56dO3cyatQoLly4cNf6Xr163bVs5cqVDBw4UPtFVFLd2HWcCmQCUGnyICtHIx52zs6QlGS9fefH7X903bhxgyeeeILDhw/z5ZdfEhERwYoVK9i0aZNWPisri8TERJM6KleurP2/VKlSJCQkaO9DQ0Np2LChSfmcfmfdXkfp0qVN6sipjLOzMw4ODtp7FxcX4uPjtff29vasXbuW77//HgAbGxtu3rx51ywPFStW1JKrOx07doyPPvqIZs2aWX0ScyGKgmKTUXTv3j3P9bf+GrzFYDDw5ZdfPhQdPK+t+JUKQLrOAbdHalo7HPGQ0+mgODdKVKhQgbFjx/LUU09p/ZQmTZrE0KFD89zu9tZwnU5nMkXV7f83t47ctruzTF6t8O+++y6zZ8/m0KFDWquUt7f3XfXmVcfJkyfZsGEDnTt35osvvmDAgAH3PA4hSrIS2zl8y5YteHt7U7du3TzLJScnM2zYMIKCgmjXrh1z5swhIyMjz23S09NJSEgweVlTTOg1AA7WetaqcQhRUtxqpba1taV69eqcOnXKZP26devYsGGD2fU1aNCAs2fPmiz7/fff2bNnz/0Hm4edO3fStGlTLWkC7vn77U59+/YlKCiI1157jQkTJnDjxo2CDlOIYqXEJk6rVq2651+IAH5+fowZM4Zdu3axdu1aNmzYQP/+/fPcZs6cObi5uWmvO/spPGjlw/57SiY42KpxCFESZGRksHLlSmrVqkXt2rV57bXXWLVqFZcuXQIgOjqaWbNm4e/vb3adU6ZM4cCBA1qilJCQwPjx4+9qKS9o9evX5+jRo0RHRwOwZ88erl27lq+6pk6dSuXKlXN84k6Ih0ohdVQ3y4wZMxSQ5+vgwYMm2wwePDjHp+puFxsbq8qWLavi4uIsjmnTpk0KUKdPn861TFpamoqPj9deERERVnuqLvVGkkrDLvuJum1nH/j+hSiu9u/fr4KDgxWgPV0bGBio6tWrp3r37m3yO+Ddd99VdevWVYGBgSo4OFj9+uuv2rrg4GDl4OCg/Pz81JdffqnWrl2r/Pz8lIODg2rfvr1W7pdfflHNmjVTrVq1Uq1bt1YbNmxQSil17do1LY5GjRqpbdu2qcWLFysvLy/l5uam+vfvn2OZyZMnq0qVKqlKlSqpyZMnq23btqlGjRopQAUHB6tr166p+Ph41a9fP+Xl5aUee+wxNX78eOXh4aH8/PzU6tWrtaeRHRwcVHBwsPbUn1JKPf3008rNzU15eXmpOXPmqE2bNikfHx8FqMDAQBUeHv4APiUhCld+nqrTKVVQI59YLikpiaR79CKtUKGCSefuIUOGcOHChTyfhFu6dCl79+5lzZo1FscUFhZG3bp12bx5M127djVrm4SEBNzc3IiPj3/gnSfPvrwU3/deIA1HHAwp6GyK1ujDQgghRFGVn+u3VTuHu7q6ao/vFqRVq1YxZ86ce5Y7duwY+/fv1x7DBbQB6ax9+81cup+zn/RJdiyHoyRNQgghRKEqcX2cTp48SVRU1F3jkED2I8FVq1bVRtaNiYlh/vz52ui8qampzJs3j6CgIOrVq/dA486vmJvZH2F4i2esHIkQQghR8hWbxOnHH38kJCSELVu2cOTIkbsGmLtl1apVDB48OMcJM7OyskhJSSErKwuAhg0b0qdPH7p160ZISAiBgYHUqFGDDRs2FLkJN3NizDLie2MvAM6D+1o5GiGEEKLks2ofp5LCWn2czm06iU+PeqTghF1yPHbOOQ9gJ4QQQoi75ef6XWxanMTd0hd+AECkc01JmoQQQogHQBKnYqzcP78DoC/rZuVIhBBCiIeDJE7FWPnEiwCkh3S5R0khhBBCFARJnIqpG7uOYycT+wohhBAPlCROxVTMe6uB/yb2beRt3WCEEEKIh4QkTsWU895tAMS41bRyJEIUX6mpqbz55pu0bduWdu3a0bp1azp27MiSJUuIiop6YHEcOXKExYsXF0rdO3bsYOXKlYVS950sOY5FixbRuHFjAgICaNOmTaHGlZ6ejqenJwcPHizU/VjbhQsXmDlzprXDyPF85/Q9LK6fiyROxVT56OzZ2hMfCbJyJEIUT6mpqbRv356kpCS2b9/O9u3b2bNnDy+88AIvv/wyS5cufWCxPGyJ04ULF5g4cSLff/89Bw8epGfPnoUal16vx8/Pj1KlShXqfqztwoULzJo1y9ph5Hi+c/oeFtfPxapTroj8Sb0Si5Mxe44/1xH9rByNEMXTjBkzSE9PZ968eSYD3vbu3Zvnn3/eipGVfBcvZj/Y4u3tDcCUKVMKdX+2trb8/vvvhboP8f/MPd/F9nMppAmHHyr5mV35fpwZ96FSoLKwUcYswwPZpxBmMxqVSkqyzstoNCvEzMxM5ebmpubOnZvj+osXL6p///1Xe3/69GnVtWtX1aRJE+Xv769eeOEFlZqaqpRS6ptvvlGNGjVSgPrpp59Ujx49lK+vr3rxxRdN6vzyyy9Vs2bNVEhIiGrRooWaNm2attzPz085ODio4OBgFRwcrMLDw1VmZqZ68cUXVbNmzVRwcLBq0aKF+uGHH7T6zNnvu+++q7y8vJSbm5tWd0pKyl3H++GHHyo/Pz/l5eWlVqxYobp27ap8fHzUnDlzTMolJCSoYcOGqcaNG6ugoCD1+OOPq4sXL+Z5HHe6Pe5b5W5ZuHCh8vf3V82bN1ctWrRQf/zxh7bu0UcfVW5ubmry5Mlq9OjRKjAwUAHq8OHDSimlVqxYoRo3bqwCAwNVq1at1Hfffadt26lTJ+Xm5qZmzJihLUtMTFTPPPOM8vb2Vh06dNDOlZ+fn/rwww/N/lzvdP78edWnTx/VsmVLFRQUpDp27KiOHz+urTcajWrq1KnadyEwMFCtWbNGW//ee++ppk2bqpCQENWqVSv13nvvaesyMjLUpEmTVKNGjVRQUJDq1KmTOnbsmFJKqW3btt11Xvfs2XNXfGvXrtXKffHFF6pTp07K19dX9ejRQ0VHR2vlMjMz1ZQpU1T9+vW1WI8cOaKtP3funOrSpYtq27atatOmjXrqqadUWFhYjuc7t+9hTp9LXvtNTExUwcHBysHBQc2bN08NGDBANWvWTLVs2TLH75o58nP9lsSpADzoxOlcrS5KgbrhWPWB7E8IiyQlKQXWeSUlmRXisWPHFGCSiOQmLS1N1ahRQ7399ttKKaXS09NVcHCwGjlypFZm+/btClDz5s1TSil1/fp15eDgoF34r1y5ovR6vTp37pxSSqnIyEhVtmxZbfsVK1YoLy8vk/0mJiYqLy8vlZCQoJRS6tSpU8rNzU2dOXPG7P0qpdSMGTNMkpPcrFixQjk5OamVK1cqpZT6999/lU6nU2fPntXK9O3bVz3zzDPKYMj+g+3tt99W9erVU1lZWbkeR05uxX27Tz75RFWrVk1FRkYqpZT69ddflYODg8kFMTg4WHl6eqpLly4ppZQaMWKEOnr0qPrll19U+fLlVUREhFIqO9F1dnY2SRyCg4NNLtCjRo1SAQEBWiI5f/58pdfr1YoVK+6KM6/ze6effvpJPfHEE8r4XxK/evVqVbt2bZWZmamUUmrdunXKx8dHZWRkKKWU+u2337TPZ//+/crV1VXFxcUppZQ6efKk8vHx0ep+5ZVXVFBQkEpLS1NKKfXFF18od3d37TuS03nNya1yY8eOVUplJyudOnVSTz75pFZm2rRpqnHjxioxMVEplf35uLu7a7F169ZNvfHGG0qp7GRwwIABJufuzvOd2/fwznL32q9SSnl5eamAgACtTO/evdWgQYPuedw5yc/1W/o4FUPlLmZPUnzTt5mVIxGieIqPjwfA1dX1nmW/+uorrl69yvjx4wGwt7dn/PjxfP7551y/ft2kbP/+/QGoWLEi9erV48iRIwBcv34dg8HApUuXAKhUqRI//fRTnvt1dnZmx44dWv+P2rVrU7duXbZt23ZX2dz2aymj0cizzz4LZM/lWaZMGY4ePQpAeHg469ev5+WXX8bGJvvS8dxzz3HixAl27NiRr/3dbvbs2QwePJhKlSoB0LlzZ+rUqcPChQtNynXo0AFPT08Ali9fToMGDZgzZw79+vWjWrVqANSqVYt27drl2k8tMTGRFStW8Pzzz+Pk5ATASy+9lOscpZac36CgID755BOtrr59+3L69GnOnTsHwJUrV0hOTiYmJgaA9u3bM2fOHG1dZmYmkZGRANSpU4dVq1YBkJKSwvvvv89LL72Eg4MDAM8++yypqamsX78+13jyMnbsWCD7ltmLL77Id999x+XLl0lNTeW9997jhRde0H5Ghg8fjtFo5NNPP9VivXLlCkajEZ1Ox+zZs+nYsWO+4rjFnP3e0rNnT61MSEhIvr/z+SF9nIoZY0YWpTOiAdD17mXdYITIibMzJCVZb99mKFu2LADJycn3LBsaGkrlypVxcXHRlvn6+mI0Gjlx4oR2oQeoXLmy9v9SpUqRkJAAQOPGjRk4cCDt27enbdu2PPvsswwYMCDP/drY2LBz506GDRtGZmYmer2ekydPahfV2+W2X0u5u7tja/v/l4Xb6woNDQVg3Lhx2Nn9/xRPXl5eREdH52t/tyQmJnLp0iVq1aplstzX11fb7y23kqPbhYaGcuXKFUJCQrRlN27cwNHRMcf9hYeHk5mZSc2a//9UsqOjIxUrVsyxvCXn187OjnfffZc//vgDGxsbLYGKjIzEz8+PAQMGsGbNGmrUqEGPHj0YNGgQjz76KADdunWjbdu2+Pv707lzZwYMGECfPn0AOHv2LOnp6cyZM4clS5Zo+6tUqRI3b97MNZ68eHl5af/38fFBKcWpU6eoWLEiaWlpJp+HXq/H29tb+zxmzZrFwIED+e233+jXrx+jRo3C19c3X3Hccvbs2Xvu95aC+s7nhyROxUzEp7/ghUIB1Sf2tXY4QtxNp4PbkoyiyM/PjzJlynDy5El69OiRZ1mVxzzod7ZQ6PV6k3W3ttXpdKxevZopU6awcuVKXnvtNd59910OHDiAm1vOUyZ98803jBgxgl27dtGqVSsg+y/rnOLJbb+Wur2e3Or64osvqFGjRr7qz01+z/HtZQYMGGD2E2W3fy7msOT8Tpo0ic2bN7Nv3z4tEbt9G3d3d/7++2/++OMPVq5cyZNPPknv3r1Zu3Ytjo6O/Pbbb+zfv5+VK1cyatQoPvroI5MWvYULF9KuXTuz4r6X24/j9nNizufRq1cvLl++zNq1a/nss89YvHgx33777X09IVkQP2sPgtyqK2Yu/3kegCuOPti5mffXtRDClF6vZ8yYMaxbty7HX7iPPfYYkyZNAqBBgwZcu3bNpHXq7Nmz6PV66tata9b+rly5wt69e6lfvz4LFizg+PHjXL58WXui6NatL4CMjAzS09PZuXMn1atX15KmW+ssdXvdaWlpZGZmWlwHgL+/PzqdjlOnTpksnz59OmFhYXft69ZxmKN06dJUr16dM2fOmCw/e/Ys/v7+ZsV2Z1zbt29n2bJlOZb39fXFzs5Ou30G2eemIMbu2rlzJ+3atdOSpjs/swMHDhAREUGHDh1Ys2YN3333HevWrSMmJoawsDBCQ0Np0aIFy5YtY9++ffz111/8+++/1KpVC0dHx7uOc8mSJezatQswPf9ZWVmkpqbmGeutW8eQ3Qqn0+moXbu2tq/bPw+DwcCFCxe0z+Pbb7/Fzc2N5557joMHD9KrVy+WL1+e677M+R6as9+iQBKnYkYdyu7fdLapDEMgxP2YPn06zs7OTJkyhaysLCD7L94PP/yQEydOMHnyZCC7f0uVKlW08YkyMjJYvHgxw4cPN7lNl5czZ87ctR9AuyXh7u5OfHw8SikWL17MZ599Rv369YmIiNAulOfOnePff/+1+Djd3d21Wzkvv/wyW7dutbgOgJo1a9KvXz/mz59PWloaAHv27GHDhg3aLZqcjsNcr732GqtWrdL6jW3dupWwsDAmTpxo1rY//vijdn6Sk5N59dVXqVOnTo7lXV1dGTZsGMuWLdOSi2XLlpncpsyv+vXrs3fvXlJSUgDYsGGDyfpffvnFJKEzGAy4u7tTtmxZ9u3bxzvvvKN9PwwGAw4ODnh5eeHk5MSECRNYsmSJ9nmeOXOG999/n/r16wPZ5x/g5s2bfPfdd0yfPj3PWG8lOllZWSxZsoQnnniCatWqaftaunSp9gfD559/jo2NDSNHjgSyh5A4ceKEyXH4+fnlui9zvofm7LdIyFc3dGHiQT5Vd97OVylQB2b9Uuj7EqKkS01NVbNmzVKtW7dWwcHBqmXLlmr48OHaU1u3nD59WnXp0kU1adJE1a9fX40ZM0Z7Gmvz5s0mj4HHxMSoIUOGKDc3N+Xl5aXmz5+vrl27poYMGaI9Xh0QEKD+97//afWnpaWpjh07qoCAABUcHKyioqJUZmamev7555Wnp6fq0qWLGjFihGrYsKFWpzn7VSr7SbCAgADVpk0b1b17d+2JrNutWLFCG0qgU6dOSimlunbtqhwcHJSfn59avXq1Uir7Sb9Ro0YpPz8/FRISoh577DGTp/xyOo473TkcweLFi7V1CxYsUP7+/iogIEA1b95cbdu2TVv39NNPa8f26KOP3lXvmjVrVIMGDVSrVq1UmzZt1BdffKGtu/XYu5eXl3rttde0Y7k1HEHnzp3V8uXLVfXq1bXtzD2/d7p8+bLq1q2bqlmzpurRo4eaMWOGAlSjRo3U1q1b1f79+1W3bt2071zbtm21p/9OnTql+vTpo1q0aKFCQkJUy5Yt1U8//aTVnZmZqaZOnar8/Py0oQ4OHjxosv/+/furxo0bq1atWmnDA9zp1lN1P/74o+ratavy9fVVjz32WJ7DEQQHB2tDPyil1OLFi7XPuUWLFmro0KHaU245ne+cvoc5lbvXfm8NR+Dn56e+/PJLtXbtWu272759+xyPNy/5uX7rlHqANwZLqISEBNzc3IiPj6d06dKFtp8bu09QIag+RiDxwk3cvMoU2r6EEKIku3nzJqVLl9b6yhiNRlxcXPj9998LfQoYa9uxYwft2rV7oP2Ciqr8XL/lVl0xErMo+7HUTJ2DJE1CCHEfZs+ezRdffKG9/+yzz6hevToBAQFWjEoUB5I4FSOpJ7I7hl8vZ16HVCGEEDnr2LEjn3zyCSEhIQQGBvLjjz+yadMm7O3trR1aoVq3bp02JllISAjnz5+3bkDFkNyqKwAP6lZdqGtL/JP38+dzqwn8eGCh7UcIIYR4GMituhIsNTaV2sn/AFC9X8m+/y6EEEIUVZI4FRPhy37FnkwidR54BhXs4HNCCCGEMI8kTsWE08rscT90To7obMwb7VYIIYQQBUsSp2Ki3KXsgS8Taza2biBCCCHEQ0wSp2Ige2LfGwDYPNHLusEIIYQQDzFJnIqBy5/8jM1/E/t6vvyUtcMRQgghHlqSOBUDaV98A0CSbRmZ2FeIAnDlyhXatGmDTqfDx8fnrslgJ06ciIeHB02bNuXYsWP52sf48eO18XLMMXToUDw8PBgyZEiuZbp160aZMmWYOXNmvmIqSDt27GDlypVmlZ08eTKPPPIIjzzyCP36Fe48m1euXKFSpUpcuXKlUPdjbUeOHNHmT7SmnM73999/z/fff3/PcsWVJE7FgNuJvQDEetS3ciRClAxVq1blr7/+wsfHh4YNG/L888+brH/33XepUqUKf/75Jw0aNMjXPqpVq0a1atXMLr9ixQq6du2aZ5nNmzfTuHHjfMVT0MxNnHbu3MnSpUv566+/OHz4ME2aNCnUuBwdHfHz88PR0bFQ92NtRSVxyul855Q4laTP5f6nghaFrlzSJQDSQrpYORIhSpZnnnmG+fPnc/PmTcqWLastP3DgAP7+/jg5OeW77kmTJhVEiMXehQsXcHd3x9k5u7X8lVdeKdT9lS9fnl27dhXqPsT/M/d8l6TPRVqcirgbO0KxIwsFeLwyyNrhCGG+5GTLX1lZ/799Vlb2stRU8+rNh/79+5ORkcG3335rsvyrr76if//+zJw5k4CAAEJCQggICOCzzz7Tyvz555+0bNkSnU7H+vXrefzxx/Hx8aFx48YsWrSIOnXq4O3trZW/cOECTz31FK1atSI4OJhOnTpx4sSJu2IyGo288sorhISE4O3tzYIFC+55HPPmzaNx48YEBwcTHBzM7t27cy37+uuv4+3tTUhICAsWLKBDhw74+vqyevVqk3LXrl2jT58+NGvWjMDAQAYPHkxsbCwAixYtYuXKlRw5coSQkBBCQkJIvfNzApYsWcKcOXOIjIwkJCREu02XlZXF1KlT8ff3JyAggHbt2vHvv/8CkJSUREhICI6OjixYsICBAwfSvHlzdDodcXFxeR5vbGystu3trWGRkZF0796d2rVr06lTJ7788kt0Oh2NGzfm22+/ZcmSJdrntXLlSrp164avry9z587N87wfOXKE7t2707ZtWwIDA+nduzeXL1/W1qelpTFy5EhatmxJu3btaN++PZs3bwZAKcW0adO042/btq3J3HmJiYkMHz6cRx55hODgYHr16sWlS9l/RH/11VfMnTtXO6+5TZ3y/vvva8e1aNEiOnbsiLe3N4MHDzb5vJKSkhg1ahQNGjSgSZMm9OjRgwsXLmjr//nnH4KDgwkJCaFVq1YMGzaMyMjIHM/3K6+8wpYtW9iyZQshISE8/vjjuX4uee337NmzhISEoNPpWL58OU899RSNGjWia9eu2vfQalQxEBMTo2bMmKHatGmjgoODVaNGjdRbb72lMjMzTcrFxcWpAQMGqICAAPXII4+omTNnKqPRmGfd6enpauzYsapJkyaqSZMm6qWXXlLp6ekWxRcfH68AFR8fb/Gx3UvY45OVApWmcyzwuoUoVGD5a/36/99+/frsZcHBpvVWqJDztvnUqFEjFRISor3PyspSDRs2VJmZmcrb21tdvnxZKaXU9evXVeXKldXOnTu1sufPn1eAGjp0qDIYDCoxMVF16NBBKaXUihUrlJeXl1b2p59+Uk888YT2O2n16tWqdu3aJr/HBg8erEqVKqX27dunlFLq5MmTytHRUf30009ameDgYDVjxgzt/dKlS5Wfn5+6efOmUkqp3bt3K0dHR3XhwoVcj3nGjBnK1dVVbdu2TSml1A8//KBcXFxUQkKCVqZly5ZqypQpSimljEajGjlypOrSpYtJHcF3fjY5uPM8KKXUtGnTVOPGjVViYqJSSqlPPvlEubu7q7i4OK2Ml5eXaty4sXZcnTt3VnFxcWYdr5eXl1qxYoX2vnPnzqpnz57KYDAopZQaO3asAtT27dtN4nRyclIrV65USin177//Kp1Op86ePZvrsX344YdqwoQJ2vs333xTtWvXTns/b948FRQUpL1fvny5Gjx4sFJKqXXr1ikfHx+VkZGhlFLqt99+Mzmfffv2Vc8884wW89tvv63q1aunsrKycj2vOVmxYoXS6/VqwYIFSimlEhMTlb+/v5o4caJW5plnnlHdunXTvovTpk1T9erV097XrVtXff7550oppTIzM1VwcLDJubvzfA8ePFg7ztvdWe5e+1VKKUD16NFDZWZmqqysLNWsWTM1ffr0ex63ufJz/S4WidOaNWtUvXr1tB+qK1euqEqVKqk33njDpFyPHj3UkCFDlFJKJScnq/r166tFixblWfdLL72kOnTooLKyslRWVpbq2LGjGjt2rEXxFWbidKliE6VAXSlbr8DrFqJQFZPEad68eUqn06mIiAillFJbt25VL774olJKqXPnzpmU7devn5o6dar2/lbitGPHjrvqvfPCFh8fr6Kjo7X3aWlpClBhYWHassGDB6vAwECTenr37q06deqkvb8zcfL09NQuirfUr19fvf7667ke84wZM5SPj49JbID6559/lFJKbdu2TQEm8R48eFABWiKR38QpJSVFOTo6quXLl2vLsrKyVPny5dX8+fO1ZV5eXmrmzJl31WfO8d5+gQ4LC1OA+uOPP7T1Z8+ezTFxcnBwMLloly1bVn333Xe5Hlt0dLTJ7/2wsDCl0+lUSkqKUio7QWvYsKFWJikpSR05ckQppdSiRYuUh4eHunbtmlJKKYPBoPbs2aOUyv7eAergwYMm+wLU77//rsVrbuJka2urUlNTtWXvv/++cnZ2VhkZGdq+fvvtN219TEyM0ul0av1/P4+lS5c2+SxOnjypbty4ob3PT+Jkzn6Vyk6c1qxZo72fMGGC6tmz5z2P21z5uX4Xiz5O5cuXZ+LEibi5uQFQpUoV+vTpw9q1a3nzzTcBOHbsGD/99JPW9O3s7MyYMWOYNWsW48aNw8bm7ruSMTExfPzxx/zwww/o9XoAJkyYQK9evZgxYwblypV7QEeYu/I3TgGQ9EiQlSMRwkJJSZZv4+Dw///v3Tu7jjt/dm+7hVAQnnnmGaZOncrXX3/N5MmT+eqrrxg1ahQAJ06c4Pnnnyc5ORlbW1vCwsLo1q3bXXWY0wnczs6Od999lz/++AMbGxt0uuwZACIjI/Hz89PKeXl5mWzn4+PD2rVrc6wzMTGRiIgIVqxYwaZNm7TlWVlZJCYm5hlP5cqVtf+XKlUKyJ7wFCA0NBQbGxv69OljUqeXlxfXrl3Dx8fnnsebm7Nnz5KWlkatWrW0ZXq9Hm9vb0JDQ03K3nle83O8YWFhANSsWVNbVr169RzLuru7Y2v7/5fFUqVKaeckJzqdjhkzZnDgwAFsbW1JT09HKUVUVBReXl68+OKLbNq0CU9PT5544gmGDBlCcHAwAAMGDGDNmjXUqFGDHj16MGjQIB599FEA7TyMGzcOOzs7bX9eXl5ER0fnGk9uKlWqZNIp28fHh5SUFC5duqRdM2//PMqVK0e5cuUIDQ3lqaeeYs6cOUyYMIGvv/6a/v37M2LECMqXL29xHLc7fvz4Pfd7y53f1bw+kwehWCROOf2icnR0JCMjQ3v/+++/4+rqSt26dbVlAQEBREVFcfTo0RyfRNm1axeZmZkEBASYbJOZmcmuXbvo1atXgR6HpVIu3cDJmN13w3XUM1aNRQiLubjc3/a2ttmvgq73Dp6enrRp04avvvqKl156iSNHjtCqVSv27dvH448/zrp167QEYsiQIWT/EWzq1h9eeZk0aRKbN29m3759VKxYEci+8N5ZX07vbyVZd7pVdtKkSQwdOvTeB5tLzLfqv3Pf27ZtM+vYLJHT+bszjlvu3Hd+jvfWNrmdw7z2l9Pnc7tBgwYRGxvL1q1bKVWqFBcuXKBGjRraNrVq1eLUqVNs2rSJVatW0a5dO1555RXmzp2Lu7s7f//9N3/88QcrV67kySefpHfv3iZJ8hdffEGNGvc/N2lu37F7Hd+tczZmzBiefPJJvvjiCz777DMWLlzItm3bTK6d9xtTTvu95c7val7bPgjFtnP43r17TTLS8PBwKlWqZFLGw8NDW5eT8PBwbG1tqVChgrbM3d0dvV6f6zYA6enpJCQkmLwKw8WPN6MDDNhQuU9goexDCJHdSfzIkSPMnz+f7t27A9mdv3U6HU8++aRW7vY/1iy1c+dO2rVrpyVNudV1qwPwLeHh4dSpUyfHsqVLl6Z69eqcOnXKZPm6devYsGFDvmNt0KABRqORM2fOmCx//vnniYmJATBpxU9LSyMzM9OsumvVqoWjo6NJ3QaDgQsXLuDv75/ntvk53lt/TJ87d05bduc5zq+dO3fSvXt3rcXuzs9027ZtJCYm0qtXLzZu3MiHH37IRx99BGQ/uRkREUGHDh1Ys2YN3333HevWrSMmJgZ/f390Ot1dxzl9+nStBe3285+RkUF6enqucUZFRZGWlqa9Dw8Px9nZmerVq2v7uv3ziI2NJTY2Vvs8vv32WypVqsTEiRM5duwY9evXv+thgtvdHltKSgoGg+GuMubst6gqlonTH3/8waVLl3j99de1ZSkpKTjc3swP2vuUlJQc60lJScHe3v6u5fb29rluAzBnzhzc3Ny0l6enZ34O455uJtsTpyvD35V7oNMXy49KiGKhb9++2NnZ8dZbb9G/f38A6tevj8FgYMeOHUD2rf2dO3fmex/169dn79692u+W3C70Bw4c4ODBgwCcOnWKzZs3M3bs2Fzrfe2111i1apWWDERHRzNr1qz7uvi0a9eO1q1b8/bbb2M0GgH45ptvCAsL027RuLu7c/PmTQBefvlltm7dalbdTk5OTJgwgaVLl5L839OQn3/+OTY2NowcOfKe21t6vH5+fnTp0oX3339fO5bly5ebFeu91K9fnx07dpD139Ogd36ma9asYf369dp7g8Gg3Zb95ZdfTAZeNRgMuLu7U7ZsWWrWrEm/fv2YP3++lvDs2bOHDRs24OvrC2Sf//j4eJRSLF682OSJzzvZ2try8ccfA9lPsn322Wc8//zz2NraavtatGiRdhwLFy6kbt262l2XkSNHcv36dSC7xef248jJ7d+NPn36aMne7czZb5FVYD2s8mHGjBkKyPN1e+c4pZS6fPmyqlWrlvr7779Nlr/44osmnR2VUurSpUsKUBs2bMhx/wsXLlS2trZ3Ldfr9erdd9/NNe60tDQVHx+vvSIiIgqtc7gh06DiLtws8HqFEKa6d++uGjZsaLJs5syZqnr16qp9+/bq2WefVe3bt1eVKlVSL7/8sjp8+LBq0aKFAlSLFi3Uhx9+qG337rvvKj8/P+Xg4KCCg4NVYmKiunz5surWrZuqWbOm6tGjh/b7r1GjRmrr1q1qyJAhqlKlSqpfv35q9OjRqm3btqp69epq3rx5Wr1du3ZVbm5uysvLS7322msm+6tbt64KDAxUwcHB6tdff831OOfMmaO8vLyUm5ubGjhwoIqLi1PBwcEmsSilVGRkpHr66adV3bp1VUhIiHr66afV9evXtXquX7+uAgICVJs2bVT37t1VWlraXfv68MMPTc7D2rVrlVLZT2ZNmTJF1a9fXzVr1kwFBwerw4cPa9sFBwcrBwcH5efnp4YPH35Xvbkdb0xMjMm2tz6Ta9euqa5du6patWqpLl26qO+//14B6s8//1RKZXegvhXnrY74Xbt21epZvXp1jucyNDRUBQYGKj8/P9WzZ0/1yiuvaN+Ho0ePqs2bN6vg4GAVFBSkgoKCVOfOndXJkyeVUkrt379fdevWTbVu3VoFBwertm3bap3Dlcp++m3UqFHKz89PhYSEqMcee0ydOXNGW5+WlqY6duyoAgICVHBwsIqKisoxxludyJcvX646d+6svLy81KBBg7QO7Lf2NXLkSOXv768eeeQR9eijj6rz589r66dNm6aaNm2qQkJCVEBAgHr55ZdVVlZWruf75MmTyt/fXwUGBqoBAwbkWi6v/V67ds3ke7lt2za1ePFi7bvbv3//HI/XUvnpHK5Tyno3C5OSkki6RwfSChUqaJ31YmNj6dSpE/PmzaNjx44m5d577z2mT59u0kHw4MGDNG/enMOHD+fYx2njxo088cQTREdHa7froqOjqVixIhs3bjQ7601ISMDNzY34+HhKly5t1jZCCCEejOjoaNzd3bX3V69epWrVqly+fJmqVataMbLCt3LlSmbOnGkyLpP4f/m5flv1/o+rqyseHh55vm4lTYmJifTo0YPp06drSdOnn36q1dWhQweSkpJMmgQPHTpExYoVadiwYY77DwoKws7OjkOHDplsY2dnR1CQPMUmhBAlwfPPP29ym/Wjjz4iJCSkxCdNonAUi44zaWlp9OzZk5YtW1K1alUOHTrEoUOH+OSTT7QyDRs2pEePHtoou6mpqSxbtowpU6ZoHdVCQ0OpWrUqhw8fBrKHORg9ejSLFi3CYDBgNBpZvHgxo0ePLhJDEQghhLh/jz/+OJMmTdL6boWHh/P1119bO6xC9/7775uMMJ7T6O7Ccla9VWeujz76iBdffDHHdbeHHxcXx4svvsjp06fJzMykV69eTJ8+XXu08ciRI7Rr146tW7dqj1Gmp6czefJk/vrrLwBat27NwoUL7+ponhe5VSeEEEIUP/m5fheLxKmok8RJCCGEKH6KXR8nIYQQQojiRBInIYQQQggzSeIkhBBCCGEmSZyEEEIIIcwkiZMQQgghhJkkcRJCCCGEMJMkTkIIIYQQZpLESQghhBDCTJI4CSGEEEKYydbaAZQEtwZfT0hIsHIkQgghhDDXreu2JZOoSOJUABITEwHw9PS0ciRCCCGEsFRiYiJubm5mlZW56gqA0Wjk6tWrlCpVSptQuKAkJCTg6elJRESEzINnJjln+SPnLX/kvOWPnDfLyTnLn7zOm1KKxMREqlSpgo2Neb2XpMWpANjY2FCtWrVC3Ufp0qXlB8VCcs7yR85b/sh5yx85b5aTc5Y/uZ23/2vv7mOqqv84gL/v5fKQQMjQZJYpKs6UtsuD8RwXb2KpjVJG0ANXs8UftNTWSpsGpmhFM4rIsk1ltrFh5FDXIEEgwiDALBGxljAXiTTihihe4Pr5/eHPsy4PcjTyXvL92vzj+8Dxw2cfj5+dc+65aq80XceHw4mIiIhUYuNEREREpBIbJwfn6uqK9PR0uLq62juUcYM5uzXM261h3m4N83bzmLNbM9Z548PhRERERCrxihMRERGRSmyciIiIiFRi40RERESkEhsnB3bgwAGEhIQgOjoaMTExOHXqlL1DcmgZGRnQ6/UwGAzKn/j4eHuH5ZD6+vqwYcMG6HQ6tLa2Dln/9NNPERQUhMjISCxduhRtbW23P0gHdKO8rVy5EmFhYTb1l5qaap9AHUhBQQHi4uJgNBqxYMECrFixAmfPnrXZw3obarS8sd5sFRUVYdmyZVi0aBGioqIQHByMgoKCIfvGpNaEHFJtba14eHhIc3OziIjk5eXJvffeK93d3XaOzHGlp6dLeXm5vcNweC0tLRIWFiYpKSkCQFpaWmzWCwsLZcqUKXLhwgUREdm8ebPo9XqxWq12iNZxjJY3k8k0ZI5EnJ2dpaSkRERErFarmEwm8ff3l97eXhFhvY1ktLyx3mwtXrxY8vLylPHBgwdFq9XKTz/9pMyNVa2xcXJQy5cvl8TERGVstVplypQpkpOTY8eoHBsbJ3VOnjwpv/zyi5SXlw/bAAQFBclrr72mjM1ms+h0Ojl06NBtjtSxjJY3/kc2vISEBJtxXV2dAJDq6moRYb2NZLS8sd5s1dfXS39/vzLu7u4WAPLll18qc2NVa7xV56DKysqwYMECZazVahEcHIzS0lI7RkX/BQEBAZg9e/awa11dXTh+/LhN7Xl5eWHOnDl3fO3dKG80sv3799uM3dzcAFy77cl6G9mN8kZDBQcHQ6e79i1y/f39yMrKwrx587Bo0SIAY3tuY+PkgDo7O/HXX3/B19fXZt7X13fIswFka/fu3TAYDIiMjITJZMKvv/5q75DGlev1xdq7Ndu3b4fBYEBUVBTS0tJw4cIFe4fkcL777jtMnToVkZGRrLeb8Pe8Xcd6GyotLQ2TJ09GWVkZSkpK4OHhAWBsz21snBzQ5cuXAWDIW05dXV2VNRrq/vvvR2BgIEpLS1FVVQU/Pz8EBwfzQdObwNq7dXPmzMHDDz+Mo0eP4ujRo7BYLAgLC0NPT4+9Q3MYFosFWVlZ+PDDD+Hs7Mx6U2lw3gDW20hyc3PR2dkJo9GIyMhInD9/HsDYntvYODmgCRMmALj2j+XvLBaLskZDPf/881i3bh10Oh20Wi02bdoENzc3fPzxx/YObdxg7d26N954A8888wy0Wi1cXFywY8cOnDt3Dvn5+fYOzWGkpqYiISEBK1asAMB6U2tw3gDW2404OTkhIyMDIoIdO3YAGNtaY+PkgHx8fODl5YX29nab+fb2dsycOdNOUY0/Tk5OmDFjBm/X3YTr9cXa++fuvvtuTJ48mfX3f+vXr4dOp0NmZqYyx3ob3XB5G86dXm+Dn/3SarXw9/dHU1MTgLGtNTZODmrhwoWor69XxiKC48eP45FHHrFjVI5tzZo1Q+Z+//13TJs2zQ7RjE/e3t4IDAy0qb3u7m78/PPPrL1RDK4/i8WCzs5O1h+Ad955B62trdi1axc0Gg0aGhrQ0NDAehvFSHkDWG+DBQUFDZk7f/48pk6dCmCMz23/9COA9O+ora0VT09POXPmjIiI7Nu3j+9xGsWMGTOkqKhIGX/22Wfi6uoqTU1NdozKcY30sfrCwkLx9fWVjo4OERHZsmUL36vzNyPlzcXFRerq6pTxxo0bxcfHR3lnzJ1q586dMn/+fDl27JjU1dVJXV2dpKeny549e0SE9TaS0fLGerOl0Wjk8OHDynjfvn2i1WqlqqpKmRurWtP9gwaP/kUPPfQQ8vLy8PTTT+Ouu+6CVqtFSUkJPD097R2aw8rMzER2djbef/99WCwWuLi44MiRI3jggQfsHZpD6evrQ1xcHMxmMwAgKSkJ06ZNUz7+vHz5cnR0dGDx4sVwc3ODt7c3Dh06BK32zr5APVre3nvvPeUZu8uXL2PSpEkoLy/HPffcY8eo7evixYtIS0vD1atXERERYbO2Z88eAKy34ajJG+vN1gcffIDMzEy8/fbbsFqt0Gg0OHjwIKKiopQ9Y1VrGhGRsf4FiIiIiP6L7tyWnoiIiOgmsXEiIiIiUomNExEREZFKbJyIiIiIVGLjRERERKQSGyciIiIildg4EREREanExomIiIhIJTZORERERCqxcSKicaW3txcZGRkIDw+HwWBAWFgYTCYTWltbb1sMZrMZGRkZytevENGdg40TEY0bV65cgdFoRE9PD7755htUVFSgpqYGjz76KMLDw3Hq1KnbEofZbMbmzZvZOBHdgdg4EdG4kZ6eDovFgqysLDg7OyvzycnJSExMhMlksmN0RHQnYONEROPCwMAAPvnkEzz11FPQaDRD1pOTk9HQ0IAtW7ZAr9fb7Fm1ahUmTpyIjIwMZe7EiRNYsmQJoqOjERUVhSeffBK//fabsv7CCy/A19cXKSkpWL9+PYxGI5ydnbFt2zYkJSUBAJKSkmAwGHDgwAEA177VfvXq1QgMDERMTAyeeOIJnDt3DgDw7bffIiwsDBqNBgUFBYiPj8esWbOg1+sBANnZ2QgJCUFsbCwiIiKQnZ09xhkkojEhRETjQGNjowCQoqKiYdfNZrMAkNzcXCkvL5fBp7eYmBhJT09Xxjk5ObJu3Tpl/NZbb0lsbKzNz5hMJpk4caL88MMPyp7Dhw9LS0uLAJCWlhab/YmJiZKcnCxWq1VERLZu3Srz5s2TgYEBERHl51atWiVWq1UuXrwoRqNRamtrxcPDQ8xms4iInD59WmbNmnXTOSKifx+vOBHRuHD9eSIPD49h16/Pd3V1qTpeUlKSzRWoxMREVFRUoLe312afXq9Xrgpt2rQJS5cuHfZ4Z8+eRUFBAV555RVotddOrampqWhqakJFRYXNXpPJBK1WCw8PD5SWlqKtrQ39/f1ob28HAMydOxd5eXmqfg8iur109g6AiEgNLy8vAMClS5eGXe/p6QEAeHt7qzqeRqNBeno6vv/+e+h0OlgsFogIOjo6MH36dGXffffdp+p4jY2NAIA1a9bYPH81ffp0/PHHHzZ7Bx/zscceQ3R0NAICAhAXF4dnn30WCQkJqv5eIrq92DgR0bgwd+5ceHp64vTp03j88ceHrDc3NwMAQkNDlSbq76xWq804JSUFf/75J77++mt4enqitbUVfn5+EBGbfU5OTjcV5+effw4/P78b7hl8TDc3Nxw5cgS1tbXYu3cvXnzxReTm5qKiogI6HU/TRI6Et+qIaFzQ6XRYvXo19u/fP+x6fn4+QkNDERwcDE9PTwCwaaDa2tps9ldWVmLJkiXK3r6+PtWxXL8VBwBXr17FpUuXEBAQAI1GgzNnztjsffPNN5WmbiTNzc1obGxEaGgodu7ciZqaGlRXV+PHH39UHRMR3R5snIho3Ni6dSsA4PXXX8fAwIAyX1BQgK+++gr5+fkAAH9/f7i7u6O6uhoAUFZWho6ODptjzZ8/HxUVFcpxCgsLVcfh4+MDrVaLrq4u1NfXY+XKlZg5cyaSkpLw7rvv4sqVKwCAY8eOobCwELNnz77h8WpqarBt2zblapfVaoWrq6vNLUMicgxsnIho3HB3d0dlZSUmTJiA2NhYxMbG4sEHH0RdXR0qKyuVW2Senp7IycnBSy+9BKPRiLq6OoSEhGDv3r3YuHEjAGD37t3o6+tDQEAA4uPjlYfPk5KScPLkSaxduxbFxcUoLi6GwWCwuXrl7u6OV199Fc899xxefvllrF27FgCwa9cu+Pv7Q6/XIzY2Ftu3b0dRURF0Oh1OnDhh8xqDjz76SDleREQE+vv7ER4ejtjYWKSmpuKLL77ApEmTbkNWiehmaGTwDX0ionHCYrFg4cKF2LBhA5YtW2bvcIjoDsArTkQ0brm6uqK4uBhVVVWIi4tT/SoCIqJbxStORERERCrxihMRERGRSmyciIiIiFRi40RERESkEhsnIiIiIpXYOBERERGpxMaJiIiISCU2TkREREQqsXEiIiIiUul/BuEwv81u3hcAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------ Figure 23b: Inflation ------\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------ Figure 23c: Nominal interest rate ------\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------ Figure 23d: Output ------\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------ Figure 23e: Energy input ------\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------ Figure 23f: Labor ------\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------ Figure 23g: Real wage ------\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------ Figure 23h: Consumption ------\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------ Figure 23i: Household energy consumption ------\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Figure 23: IRFs (tariff shield shock)\n",
    "for i in range(len(var)):\n",
    "    print('------ Figure 23'+string.ascii_lowercase[i]+': '+var_names[i]+' ------')\n",
    "    if var[i] in ['pi', 'i', 'r']:\n",
    "        plt.plot(100 * (irfs_ts[var[i]])[:truncated_T], color='blue', label='Benchmark')\n",
    "        plt.plot(100 * (irfs_ts_tb2[var[i]])[:truncated_T], color='red', label='Constant net foreign asset position')\n",
    "        plt.plot(100 * (irfs_ts_tb3[var[i]])[:truncated_T], color='red', linestyle='-.', label='Variable net foreign asset position')\n",
    "        plt.ylabel('Differences from steady-state (%)')\n",
    "    else:\n",
    "        plt.plot(100 * (irfs_ts[var[i]] / ss[var[i]])[:truncated_T], color='blue', label='Benchmark')\n",
    "        plt.plot(100 * (irfs_ts_tb2[var[i]] / ss_tb2[var[i]])[:truncated_T], color='red', label='Constant net foreign asset position')\n",
    "        plt.plot(100 * (irfs_ts_tb3[var[i]] / ss_tb3[var[i]])[:truncated_T], color='red', linestyle='-.', label='Variable net foreign asset position')\n",
    "        plt.ylabel('Deviations from steady-state (%)')\n",
    "    plt.axhline(0, linestyle='--', color='black')\n",
    "    plt.xlabel('Quarters')\n",
    "    plt.legend(frameon=False, title=var_names[i])\n",
    "    if save_fig:\n",
    "        plt.savefig('Figures/Figure23'+string.ascii_lowercase[i]+'.eps', dpi=500)\n",
    "    plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "base",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.13.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
